In [2]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd
from datetime import datetime
from matplotlib.dates import date2num
#Geocoding
import geopy
from geopy.geocoders import Nominatim
from geopy.extra.rate_limiter import RateLimiter
import tqdm
from tqdm.notebook import tqdm_notebook


#import geopandas as gpd
#from shapely.geometry import Point,Polygon
#import plotly.graph_objects as go
#import plotly.express as px
#import plotly_express as px
#import squarify
#%matplotlib inline

#Geocoding reversal
#import geopy
#from geopy.geocoders import Nominatim
#from geopy.extra.rate_limiter import RateLimiter
#import tqdm
#from tqdm.notebook import tqdm_notebook
In [3]:
#Import all hospital hub data <- which have been used as vaccination centres
hub=pd.read_csv ('Hospital hubs CSV.csv',delimiter=',')
In [4]:
hub.head()
Out[4]:
Trust or Site Name Address Postcode Region
0 Airedale Hospital NHS FT Airedale Hospital NHS FT, Skipton Road, Keighl... BD20 6TD North East and Yorkshire
1 Alder Hey Childrens NHS Foundation Trust Pharmacy Dept, Eaton Road, Liverpool L14 5AB North West
2 Amersham Hospital Whielden Street, Amersham, Buckinghamshire HP7 0JD South East
3 Ashford & St Peters Hospital NHS Foundation Trust Guildford Road, Chertsey, Surrey KT16 0PZ South East
4 Avon and Wiltshire Mental Health Partnership N... Bath NHS House BA1 3QE South West
In [5]:
hub["Full Address"] = hub["Address"]+","+hub["Postcode"]
In [6]:
hub.head()
Out[6]:
Trust or Site Name Address Postcode Region Full Address
0 Airedale Hospital NHS FT Airedale Hospital NHS FT, Skipton Road, Keighl... BD20 6TD North East and Yorkshire Airedale Hospital NHS FT, Skipton Road, Keighl...
1 Alder Hey Childrens NHS Foundation Trust Pharmacy Dept, Eaton Road, Liverpool L14 5AB North West Pharmacy Dept, Eaton Road, Liverpool,L14 5AB
2 Amersham Hospital Whielden Street, Amersham, Buckinghamshire HP7 0JD South East Whielden Street, Amersham, Buckinghamshire,HP7...
3 Ashford & St Peters Hospital NHS Foundation Trust Guildford Road, Chertsey, Surrey KT16 0PZ South East Guildford Road, Chertsey, Surrey,KT16 0PZ
4 Avon and Wiltshire Mental Health Partnership N... Bath NHS House BA1 3QE South West Bath NHS House ,BA1 3QE
In [7]:
pd.isnull(hub).sum()
Out[7]:
Trust or Site Name    0
Address               0
Postcode              0
Region                0
Full Address          0
dtype: int64

Move on to other CSV files doing the same...

In [8]:
phama=pd.read_csv('Pharmacies CSV.csv',delimiter=',')

vacc=pd.read_csv('Vaccination centres CSV.csv',delimiter=',')

gpled=pd.read_csv('GP-led vaccination services.csv',delimiter=',')
In [9]:
phama.head()
Out[9]:
Site Name Address Line 1 Address Line 2 Address Line 3 City Postcode Region
0 A R Pharmacy 3 Hazel Farm Road Southampton NaN Hampshire SO40 8WU South East
1 ABC Drug Store - Downton 5 High Street Downton NaN Salisbury SP5 3PG South West
2 Ace Pharmacy 1 Ace Parade Hook Road Chessington Surrey KT9 1DR London
3 Acklam Road Pharmacy 89 Acklam Road Middlesbrough NaN Cleveland TS5 5HR North East and Yorkshire
4 Acorn Pharmacy - Coventry Unit 2 Remembrance Road Coventry West Midlands CV3 3DP Midlands
In [10]:
pd.isnull(phama).sum()
Out[10]:
Site Name           0
Address Line 1      0
Address Line 2    129
Address Line 3    381
City                0
Postcode            0
Region              0
dtype: int64

As line 2 & 3 have a number of ommission we will not include these in our joining

In [11]:
phama["Full Address"] = phama["Address Line 1"]+","+ phama["City"]+","+ phama["Postcode"]
In [12]:
phama.head()
Out[12]:
Site Name Address Line 1 Address Line 2 Address Line 3 City Postcode Region Full Address
0 A R Pharmacy 3 Hazel Farm Road Southampton NaN Hampshire SO40 8WU South East 3 Hazel Farm Road,Hampshire,SO40 8WU
1 ABC Drug Store - Downton 5 High Street Downton NaN Salisbury SP5 3PG South West 5 High Street,Salisbury,SP5 3PG
2 Ace Pharmacy 1 Ace Parade Hook Road Chessington Surrey KT9 1DR London 1 Ace Parade,Surrey,KT9 1DR
3 Acklam Road Pharmacy 89 Acklam Road Middlesbrough NaN Cleveland TS5 5HR North East and Yorkshire 89 Acklam Road,Cleveland,TS5 5HR
4 Acorn Pharmacy - Coventry Unit 2 Remembrance Road Coventry West Midlands CV3 3DP Midlands Unit 2,West Midlands,CV3 3DP

Excellent same with the next two...

In [13]:
vacc.head()
Out[13]:
Site name Address Postcode Region
0 AFC Wimbledon Plough Lane, London SW17 0BL London
1 Airedale NHSFT Skipton Rd, Steeton, Keighley BD20 6TD North East and Yorkshire
2 Alastair Farquhason Centre Thurrock Hospital, Long Lane RM16 2PX East of England
3 Alban Arena, Civic Centre St Alban's AL1 3LD East of England
4 Alderley Park Conference Centre Congleton Road SK10 4TG North West
In [14]:
pd.isnull(vacc).sum()
Out[14]:
Site name    0
Address      0
Postcode     0
Region       0
dtype: int64
In [15]:
vacc["Full Address"] = vacc["Address"]+","+ vacc["Region"]+","+ vacc["Postcode"]
In [16]:
vacc.head()
Out[16]:
Site name Address Postcode Region Full Address
0 AFC Wimbledon Plough Lane, London SW17 0BL London Plough Lane, London,London,SW17 0BL
1 Airedale NHSFT Skipton Rd, Steeton, Keighley BD20 6TD North East and Yorkshire Skipton Rd, Steeton, Keighley,North East and Y...
2 Alastair Farquhason Centre Thurrock Hospital, Long Lane RM16 2PX East of England Thurrock Hospital, Long Lane,East of England,R...
3 Alban Arena, Civic Centre St Alban's AL1 3LD East of England St Alban's,East of England,AL1 3LD
4 Alderley Park Conference Centre Congleton Road SK10 4TG North West Congleton Road,North West,SK10 4TG

excellent last one which is GP led vaccination centres

In [17]:
gpled.head()
Out[17]:
Site name Address Line 1 Address Line 2 Address Line 3 City Postcode Region
0 1st East Putney Scout Hut 42 Oxford Road Putney NaN London SW15 2LQ London
1 Abbey Surgery, Tavistock 28 Plymouth Road NaN NaN Tavistock PL19 8BU South West
2 Abbeygate Shopping Centre (Unit 6) Unit 6 Abbeygate Shopping Centre Newdegate Street Nuneaton CV11 5AG Midlands
3 Acorn Group Practice 29-35 Holly Road NaN NaN Twickenham TW1 4EA London
4 Acorn Primary Health Care Centre Acorn Primary Care Centre 421 Blackburn Road NaN Accrington BB5 1RT North West
In [18]:
pd.isnull(gpled).sum()
Out[18]:
Site name           0
Address Line 1      0
Address Line 2    465
Address Line 3    917
City                0
Postcode            0
Region              0
dtype: int64

We will omit Line 2 & 3 of addresses

In [19]:
gpled["Full Address"] = gpled["Address Line 1"]+","+ gpled["City"]+","+ gpled["Postcode"]
In [20]:
gpled.head()
Out[20]:
Site name Address Line 1 Address Line 2 Address Line 3 City Postcode Region Full Address
0 1st East Putney Scout Hut 42 Oxford Road Putney NaN London SW15 2LQ London 42 Oxford Road,London,SW15 2LQ
1 Abbey Surgery, Tavistock 28 Plymouth Road NaN NaN Tavistock PL19 8BU South West 28 Plymouth Road,Tavistock,PL19 8BU
2 Abbeygate Shopping Centre (Unit 6) Unit 6 Abbeygate Shopping Centre Newdegate Street Nuneaton CV11 5AG Midlands Unit 6,Nuneaton,CV11 5AG
3 Acorn Group Practice 29-35 Holly Road NaN NaN Twickenham TW1 4EA London 29-35 Holly Road,Twickenham,TW1 4EA
4 Acorn Primary Health Care Centre Acorn Primary Care Centre 421 Blackburn Road NaN Accrington BB5 1RT North West Acorn Primary Care Centre,Accrington,BB5 1RT

excellent all adresses are clean have have been merged

In [61]:
pip install geopandas

Requirement already satisfied: geopandas in /opt/anaconda3/lib/python3.8/site-packages (0.8.1)
Requirement already satisfied: pyproj>=2.2.0 in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (2.6.1.post1)
Requirement already satisfied: fiona in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (1.8.17)
Requirement already satisfied: pandas>=0.23.0 in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (1.0.5)
Requirement already satisfied: shapely in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (1.7.1)
Requirement already satisfied: click<8,>=4.0 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (7.1.2)
Requirement already satisfied: munch in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (2.5.0)
Requirement already satisfied: six>=1.7 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (1.15.0)
Requirement already satisfied: click-plugins>=1.0 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (1.1.1)
Requirement already satisfied: cligj>=0.5 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (0.7.0)
Requirement already satisfied: attrs>=17 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (19.3.0)
Requirement already satisfied: pytz>=2017.2 in /opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (2020.1)
Requirement already satisfied: python-dateutil>=2.6.1 in /opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (2.8.1)
Requirement already satisfied: numpy>=1.13.3 in /opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (1.19.5)
Note: you may need to restart the kernel to use updated packages.
In [62]:
pip install geopy

Requirement already satisfied: geopy in /opt/anaconda3/lib/python3.8/site-packages (2.0.0)
Requirement already satisfied: geographiclib<2,>=1.49 in /opt/anaconda3/lib/python3.8/site-packages (from geopy) (1.50)
Note: you may need to restart the kernel to use updated packages.
In [21]:
from geopy.extra.rate_limiter import RateLimiter
In [22]:
#Example
#\\
locator = Nominatim(user_agent='myGeocoder') #, timeout=10)
location = locator.geocode("Champ de Mars, Paris, France")
print("Latitude = {}, Longitude = {}".format(location.latitude, location.longitude))

Latitude = 48.85614465, Longitude = 2.297820393322227
In [23]:
print(hub.head())

                                  Trust or Site Name  \
0                           Airedale Hospital NHS FT   
1           Alder Hey Childrens NHS Foundation Trust   
2                                  Amersham Hospital   
3  Ashford & St Peters Hospital NHS Foundation Trust   
4  Avon and Wiltshire Mental Health Partnership N...   

                                             Address  Postcode  \
0  Airedale Hospital NHS FT, Skipton Road, Keighl...  BD20 6TD   
1               Pharmacy Dept, Eaton Road, Liverpool   L14 5AB   
2         Whielden Street, Amersham, Buckinghamshire   HP7 0JD   
3                   Guildford Road, Chertsey, Surrey  KT16 0PZ   
4                                    Bath NHS House    BA1 3QE   

                     Region                                       Full Address  
0  North East and Yorkshire  Airedale Hospital NHS FT, Skipton Road, Keighl...  
1                North West       Pharmacy Dept, Eaton Road, Liverpool,L14 5AB  
2                South East  Whielden Street, Amersham, Buckinghamshire,HP7...  
3                South East          Guildford Road, Chertsey, Surrey,KT16 0PZ  
4                South West                            Bath NHS House ,BA1 3QE
In [71]:
from geopy.extra.rate_limiter import RateLimiter

# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
hub['location'] = hub['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
hub['point'] = hub['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
hub[['latitude', 'longitude', 'altitude']] = pd.DataFrame(hub['point'].tolist(), index=hub.index)
In [73]:
hub[hub.latitude < 50]
#For some reason the geopy isn't picking this up as an address in England, rather it recognises this as india
Out[73]:
Trust or Site Name Address Postcode Region Full Address location point latitude longitude altitude
1 Alder Hey Childrens NHS Foundation Trust Pharmacy Dept, Eaton Road, Liverpool L14 5AB North West Pharmacy Dept, Eaton Road, Liverpool,L14 5AB (5, L14, Sector 25, Gurgaon, Gurugram, Haryana... (28.483276127272728, 77.07614453636363, 0.0) 28.483276 77.076145 0.0
In [74]:
#Therefore we drop this row for no
hub = hub.drop(labels=1, axis=0)
In [76]:
hub
Out[76]:
Trust or Site Name Address Postcode Region Full Address location point latitude longitude altitude
0 Airedale Hospital NHS FT Airedale Hospital NHS FT, Skipton Road, Keighl... BD20 6TD North East and Yorkshire Airedale Hospital NHS FT, Skipton Road, Keighl... (Steeton with Eastburn, Bradford, West Yorkshi... (53.897612689098445, -1.9634139879557675, 0.0) 53.897613 -1.963414 0.0
2 Amersham Hospital Whielden Street, Amersham, Buckinghamshire HP7 0JD South East Whielden Street, Amersham, Buckinghamshire,HP7... (Amersham, Buckinghamshire, South East England... (51.66300163455682, -0.6214295362942588, 0.0) 51.663002 -0.621430 0.0
3 Ashford & St Peters Hospital NHS Foundation Trust Guildford Road, Chertsey, Surrey KT16 0PZ South East Guildford Road, Chertsey, Surrey,KT16 0PZ (Runnymede, Surrey, South East England, Englan... (51.3766453, -0.5262388, 0.0) 51.376645 -0.526239 0.0
4 Avon and Wiltshire Mental Health Partnership N... Bath NHS House BA1 3QE South West Bath NHS House ,BA1 3QE (Bath, Bath and North East Somerset, South Wes... (51.38860441289833, -2.392312659388968, 0.0) 51.388604 -2.392313 0.0
5 Barking Havering & Redbridge University Hospit... Queen's Hospital, Rom Valley Way, Romford RM7 0AG London Queen's Hospital, Rom Valley Way, Romford,RM7... (London Borough of Havering, London, Greater L... (51.568646558994075, 0.17903059905350371, 0.0) 51.568647 0.179031 0.0
... ... ... ... ... ... ... ... ... ... ...
272 Yeovil District Hospital NHS Foundation Trust Yeovil District Hospital, The Pharmacy, Higher... BA21 4AT South West Yeovil District Hospital, The Pharmacy, Higher... (Yeovil, South Somerset, Somerset, South West ... (50.94470923637622, -2.6345084470314575, 0.0) 50.944709 -2.634508 0.0
273 York Teaching Hospital NHS Foundation Trust York Hospital, Wigginton Road, York YO31 8HE North East and Yorkshire York Hospital, Wigginton Road, York,YO31 8HE (York, Yorkshire and the Humber, England, YO31... (53.970396676156035, -1.0839215281670556, 0.0) 53.970397 -1.083922 0.0
274 Yorkshire Ambulance Service Beverley Ambulance Station, Beverley HU17 7LP North East and Yorkshire Beverley Ambulance Station, Beverley,HU17 7LP (Molescroft, East Riding of Yorkshire, Yorkshi... (53.85393147497531, -0.45065349352685247, 0.0) 53.853931 -0.450653 0.0
275 Yorkshire Ambulance Service 7-8 Ignite, Magna Way, Rotherham S60 1FD North East and Yorkshire 7-8 Ignite, Magna Way, Rotherham,S60 1FD (Rotherham, Yorkshire and the Humber, England,... (53.41982551567061, -1.3801971245303406, 0.0) 53.419826 -1.380197 0.0
276 Yorkshire Ambulance Service Brindley Way, Wakefield WF2 0XQ North East and Yorkshire Brindley Way, Wakefield,WF2 0XQ (Wakefield, West Yorkshire, Yorkshire and the ... (53.70851071861597, -1.5178194560041716, 0.0) 53.708511 -1.517819 0.0

276 rows × 10 columns

In [ ]:
In [88]:
phama.head()
Out[88]:
Site Name Address Line 1 Address Line 2 Address Line 3 City Postcode Region Full Address
0 A R Pharmacy 3 Hazel Farm Road Southampton NaN Hampshire SO40 8WU South East 3 Hazel Farm Road,Hampshire,SO40 8WU
1 ABC Drug Store - Downton 5 High Street Downton NaN Salisbury SP5 3PG South West 5 High Street,Salisbury,SP5 3PG
2 Ace Pharmacy 1 Ace Parade Hook Road Chessington Surrey KT9 1DR London 1 Ace Parade,Surrey,KT9 1DR
3 Acklam Road Pharmacy 89 Acklam Road Middlesbrough NaN Cleveland TS5 5HR North East and Yorkshire 89 Acklam Road,Cleveland,TS5 5HR
4 Acorn Pharmacy - Coventry Unit 2 Remembrance Road Coventry West Midlands CV3 3DP Midlands Unit 2,West Midlands,CV3 3DP
In [89]:
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
phama['location'] = phama['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
phama['point'] = phama['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
phama[['latitude', 'longitude', 'altitude']] = pd.DataFrame(phama['point'].tolist(), index=phama.index)
In [92]:
phama[phama.latitude < 50]
#For some reason the geopy isn't picking this up as an address in England, rather it recognises this as Canada
Out[92]:
Site Name Address Line 1 Address Line 2 Address Line 3 City Postcode Region Full Address location point latitude longitude altitude
416 St Faith's Church (Allied Pharmacy - Sharief H... Crosby Road North Waterloo NaN Liverpool L23 4RE North West Crosby Road North,Liverpool,L23 4RE (4RE, Rural Resource Lands, Juan de Fuca Elect... (48.6105236, -123.7209304, 0.0) 48.610524 -123.72093 0.0
In [93]:
#Therefore we drop this row for no
phama = phama.drop(labels=416, axis=0)
In [95]:
phama.head()
Out[95]:
Site Name Address Line 1 Address Line 2 Address Line 3 City Postcode Region Full Address location point latitude longitude altitude
0 A R Pharmacy 3 Hazel Farm Road Southampton NaN Hampshire SO40 8WU South East 3 Hazel Farm Road,Hampshire,SO40 8WU (Totton and Eling, Hounsdown, New Forest, Hamp... (50.91674773068958, -1.513632990390119, 0.0) 50.916748 -1.513633 0.0
1 ABC Drug Store - Downton 5 High Street Downton NaN Salisbury SP5 3PG South West 5 High Street,Salisbury,SP5 3PG (Downton, Wiltshire, South West England, Engla... (50.99279486075532, -1.7429618249121608, 0.0) 50.992795 -1.742962 0.0
2 Ace Pharmacy 1 Ace Parade Hook Road Chessington Surrey KT9 1DR London 1 Ace Parade,Surrey,KT9 1DR (Royal Borough of Kingston upon Thames, London... (51.374605139328445, -0.3037706746693913, 0.0) 51.374605 -0.303771 0.0
3 Acklam Road Pharmacy 89 Acklam Road Middlesbrough NaN Cleveland TS5 5HR North East and Yorkshire 89 Acklam Road,Cleveland,TS5 5HR (Middlesbrough, North East England, England, T... (54.552891424033994, -1.262589684590729, 0.0) 54.552891 -1.262590 0.0
4 Acorn Pharmacy - Coventry Unit 2 Remembrance Road Coventry West Midlands CV3 3DP Midlands Unit 2,West Midlands,CV3 3DP (Coventry, West Midlands Combined Authority, W... (52.38878053057214, -1.46398900110034, 0.0) 52.388781 -1.463989 0.0

Vaccination centre

In [ ]:
In [137]:
vacc=vacc[vacc['location'].notna()]
In [138]:
vacc.head()
Out[138]:
Site name Address Postcode Region location point
1 Airedale NHSFT Skipton Rd, Steeton, Keighley BD20 6TD North East and Yorkshire (Steeton with Eastburn, Bradford, West Yorkshi... (53.897612689098445, -1.9634139879557675, 0.0)
2 Alastair Farquhason Centre Thurrock Hospital, Long Lane RM16 2PX East of England (Stifford Clays, Grays, Thurrock, East of Engl... (51.49637525195817, 0.3361966361709417, 0.0)
3 Alban Arena, Civic Centre St Alban's AL1 3LD East of England (St Albans, Hertfordshire, East of England, En... (51.75289586853697, -0.33637452716616767, 0.0)
5 Angel Centre Angel Lane, Tonbridge TN9 1SF South East (Tonbridge and Malling, Kent, South East Engla... (51.19232227662753, 0.275018291814024, 0.0)
6 Artrix Centre Bromsgrove B60 1GN Midlands (B60 1GN, (52.33970632049695, -2.0505193577091... (52.33970632049695, -2.0505193577091454, 0.0)
In [139]:
vacc
Out[139]:
Site name Address Postcode Region location point
1 Airedale NHSFT Skipton Rd, Steeton, Keighley BD20 6TD North East and Yorkshire (Steeton with Eastburn, Bradford, West Yorkshi... (53.897612689098445, -1.9634139879557675, 0.0)
2 Alastair Farquhason Centre Thurrock Hospital, Long Lane RM16 2PX East of England (Stifford Clays, Grays, Thurrock, East of Engl... (51.49637525195817, 0.3361966361709417, 0.0)
3 Alban Arena, Civic Centre St Alban's AL1 3LD East of England (St Albans, Hertfordshire, East of England, En... (51.75289586853697, -0.33637452716616767, 0.0)
5 Angel Centre Angel Lane, Tonbridge TN9 1SF South East (Tonbridge and Malling, Kent, South East Engla... (51.19232227662753, 0.275018291814024, 0.0)
6 Artrix Centre Bromsgrove B60 1GN Midlands (B60 1GN, (52.33970632049695, -2.0505193577091... (52.33970632049695, -2.0505193577091454, 0.0)
... ... ... ... ... ... ...
159 Westfield Stratford City - old Ikea and Dwell ... Mountfitchet Road, Olympic Park, East London E20 1EJ London (London Borough of Newham, London, Greater Lon... (51.54326455, -0.007610775, 0.0)
160 Westgate Leisure Centre Chichester, Sussex PO19 1RJ South East (Chichester, West Sussex, South East England, ... (50.83331843130831, -0.7869742411507583, 0.0)
161 Westminster Bridge Vaccination Centre Westminster Bridge Rd, South Bank, London SE1 7EH London (London Borough of Lambeth, London, Greater Lo... (51.49847715465968, -0.11933862705876312, 0.0)
162 Westmorland Shopping Centre, (Units 26 - 29) 50A Stramongate, Kendal, Cumbria LA9 4BD North West (Kendal, South Lakeland, Cumbria, North West E... (54.329378268882905, -2.743010883699587, 0.0)
163 WestPoint Centre Ltd WestPoint Centre Ltd, Clyst St Mary, Exeter, D... EX5 1DJ South West (Sowton, Clyst St Mary, East Devon, Devon, Sou... (50.7125254, -3.4395785, 0.0)

161 rows × 6 columns

In [140]:
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
vacc['location'] = vacc['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
vacc['point'] = vacc['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
vacc[['latitude', 'longitude', 'altitude']] = pd.DataFrame(vacc['point'].tolist(), index=vacc.index)
In [ ]:

GP-Led Vacc Centres

In [119]:
gpled
Out[119]:
Site name Address Line 1 Address Line 2 Address Line 3 City Postcode Region
0 1st East Putney Scout Hut 42 Oxford Road Putney NaN London SW15 2LQ London
1 Abbey Surgery, Tavistock 28 Plymouth Road NaN NaN Tavistock PL19 8BU South West
2 Abbeygate Shopping Centre (Unit 6) Unit 6 Abbeygate Shopping Centre Newdegate Street Nuneaton CV11 5AG Midlands
3 Acorn Group Practice 29-35 Holly Road NaN NaN Twickenham TW1 4EA London
4 Acorn Primary Health Care Centre Acorn Primary Care Centre 421 Blackburn Road NaN Accrington BB5 1RT North West
... ... ... ... ... ... ... ...
1022 Yardley Green Medical Centre 73-77 Yardley Green Road Bordesley Green NaN Birmingham B9 5PU Midlands
1023 Yarnspinners PHCC Carr Road NaN NaN Nelson BB9 7SR North West
1024 Yeadon Health Centre Yeadon Health Centre 17 South View Road Yeadon Leeds LS19 7PS North East and Yorkshire
1025 York Medical Centre St Johns Health Centre Oak Lane NaN Twickenham TW1 3PA London
1026 Yorkshire Event Centre Hall 2 Great Yorkshire Showground Railway Road Harrogate HG2 8NZ North East and Yorkshire

1027 rows × 7 columns

In [121]:
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
gpled['location'] = gpled['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
gpled['point'] = gpled['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
gpled[['latitude', 'longitude', 'altitude']] = pd.DataFrame(gpled['point'].tolist(), index=gpled.index)
In [123]:
gpled.head()
Out[123]:
Site name Address Line 1 Address Line 2 Address Line 3 City Postcode Region location point latitude longitude altitude
0 1st East Putney Scout Hut 42 Oxford Road Putney NaN London SW15 2LQ London (London Borough of Wandsworth, London, Greater... (51.460780579052276, -0.21270542584352234, 0.0) 51.460781 -0.212705 0.0
1 Abbey Surgery, Tavistock 28 Plymouth Road NaN NaN Tavistock PL19 8BU South West (Tavistock, West Devon, Devon, South West Engl... (50.54690399007447, -4.1504013541747895, 0.0) 50.546904 -4.150401 0.0
2 Abbeygate Shopping Centre (Unit 6) Unit 6 Abbeygate Shopping Centre Newdegate Street Nuneaton CV11 5AG Midlands (Nuneaton and Bedworth, Warwickshire, West Mid... (52.52433699885529, -1.4698250451461452, 0.0) 52.524337 -1.469825 0.0
3 Acorn Group Practice 29-35 Holly Road NaN NaN Twickenham TW1 4EA London (London Borough of Richmond upon Thames, Londo... (51.44669975, -0.32905555000000003, 0.0) 51.446700 -0.329056 0.0
4 Acorn Primary Health Care Centre Acorn Primary Care Centre 421 Blackburn Road NaN Accrington BB5 1RT North West (Hyndburn, Lancashire, North West England, Eng... (53.752328114873606, -2.3848743670097896, 0.0) 53.752328 -2.384874 0.0
In [124]:
gpled[gpled.latitude < 50]
Out[124]:
Site name Address Line 1 Address Line 2 Address Line 3 City Postcode Region location point latitude longitude altitude
281 Fairfield Halls Park Lane NaN NaN Croydon CR9 1DG London (CR9, Le Grand Chemin, Ballon, Ballon-Saint Ma... (48.1586933, 0.2295468, 0.0) 48.158693 0.229547 0.0
392 Isles of Scilly Health Centre (deliver to main... The Health Centre St Marys NaN St. Mary's TR21 0HE South West (St Mary's, Isles of Scilly, South West Englan... (49.911611156390464, -6.30860233490855, 0.0) 49.911611 -6.308602 0.0
In [125]:
#Therefore we drop this row for no
gpled = gpled.drop(labels=281, axis=0)
In [126]:
gpled
Out[126]:
Site name Address Line 1 Address Line 2 Address Line 3 City Postcode Region location point latitude longitude altitude
0 1st East Putney Scout Hut 42 Oxford Road Putney NaN London SW15 2LQ London (London Borough of Wandsworth, London, Greater... (51.460780579052276, -0.21270542584352234, 0.0) 51.460781 -0.212705 0.0
1 Abbey Surgery, Tavistock 28 Plymouth Road NaN NaN Tavistock PL19 8BU South West (Tavistock, West Devon, Devon, South West Engl... (50.54690399007447, -4.1504013541747895, 0.0) 50.546904 -4.150401 0.0
2 Abbeygate Shopping Centre (Unit 6) Unit 6 Abbeygate Shopping Centre Newdegate Street Nuneaton CV11 5AG Midlands (Nuneaton and Bedworth, Warwickshire, West Mid... (52.52433699885529, -1.4698250451461452, 0.0) 52.524337 -1.469825 0.0
3 Acorn Group Practice 29-35 Holly Road NaN NaN Twickenham TW1 4EA London (London Borough of Richmond upon Thames, Londo... (51.44669975, -0.32905555000000003, 0.0) 51.446700 -0.329056 0.0
4 Acorn Primary Health Care Centre Acorn Primary Care Centre 421 Blackburn Road NaN Accrington BB5 1RT North West (Hyndburn, Lancashire, North West England, Eng... (53.752328114873606, -2.3848743670097896, 0.0) 53.752328 -2.384874 0.0
... ... ... ... ... ... ... ... ... ... ... ... ...
1022 Yardley Green Medical Centre 73-77 Yardley Green Road Bordesley Green NaN Birmingham B9 5PU Midlands (Birmingham, West Midlands Combined Authority,... (52.47575940818664, -1.8395582249482674, 0.0) 52.475759 -1.839558 0.0
1023 Yarnspinners PHCC Carr Road NaN NaN Nelson BB9 7SR North West (Nelson, Pendle, Lancashire, North West Englan... (53.838042477244635, -2.218850349727503, 0.0) 53.838042 -2.218850 0.0
1024 Yeadon Health Centre Yeadon Health Centre 17 South View Road Yeadon Leeds LS19 7PS North East and Yorkshire (Leeds, West Yorkshire, Yorkshire and the Humb... (53.865736548403866, -1.683170443384146, 0.0) 53.865737 -1.683170 0.0
1025 York Medical Centre St Johns Health Centre Oak Lane NaN Twickenham TW1 3PA London (London Borough of Richmond upon Thames, Londo... (51.44936900119361, -0.32569747032800556, 0.0) 51.449369 -0.325697 0.0
1026 Yorkshire Event Centre Hall 2 Great Yorkshire Showground Railway Road Harrogate HG2 8NZ North East and Yorkshire (Harrogate, North Yorkshire, Yorkshire and the... (53.98299787577521, -1.500172596193383, 0.0) 53.982998 -1.500173 0.0

1026 rows × 12 columns

In [129]:
gpled.to_csv(index=False)
Out[129]:
'Site name,Address Line 1,Address Line 2,Address Line 3,City,Postcode,Region,location,point,latitude,longitude,altitude\n1st East Putney Scout Hut,42 Oxford Road,Putney,,London,SW15 2LQ,London,"London Borough of Wandsworth, London, Greater London, England, SW15 2LQ, United Kingdom","(51.460780579052276, -0.21270542584352234, 0.0)",51.460780579052276,-0.21270542584352234,0.0\n"Abbey Surgery, Tavistock",28 Plymouth Road,,,Tavistock,PL19 8BU,South West,"Tavistock, West Devon, Devon, South West England, England, PL19 8BU, United Kingdom","(50.54690399007447, -4.1504013541747895, 0.0)",50.54690399007447,-4.1504013541747895,0.0\nAbbeygate Shopping Centre (Unit 6),Unit 6,Abbeygate Shopping Centre,Newdegate Street,Nuneaton,CV11 5AG,Midlands,"Nuneaton and Bedworth, Warwickshire, West Midlands, England, CV11 5AG, United Kingdom","(52.52433699885529, -1.4698250451461452, 0.0)",52.52433699885529,-1.4698250451461452,0.0\nAcorn Group Practice,29-35 Holly Road,,,Twickenham,TW1 4EA,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW1 4EA, United Kingdom","(51.44669975, -0.32905555000000003, 0.0)",51.44669975,-0.32905555000000003,0.0\nAcorn Primary Health Care Centre,Acorn Primary Care Centre,421 Blackburn Road,,Accrington,BB5 1RT,North West,"Hyndburn, Lancashire, North West England, England, BB5 1RT, United Kingdom","(53.752328114873606, -2.3848743670097896, 0.0)",53.752328114873606,-2.3848743670097896,0.0\nAdams Park,Hillbottom Road,Sands Industrial Estate,,High Wycombe,HP12 4HJ,South East,HP12 4HJ,"(51.63056016559442, -0.8002049907135435, 0.0)",51.63056016559442,-0.8002049907135435,0.0\nAdelaide Health Centre,Western Community Hospital,William Macleod Way,Millbrook,Southampton,SO16 4XE,South East,"Millbrook, Wimpson, Southampton, South East England, England, SO16 4XE, United Kingdom","(50.92491545866425, -1.4469896711126826, 0.0)",50.92491545866425,-1.4469896711126826,0.0\nAdwick Leisure Centre,Welfare Road,Woodlands,,Doncaster,DN6 7QF,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, DN6 7QF, United Kingdom","(53.56367773520576, -1.1867400625048405, 0.0)",53.56367773520576,-1.1867400625048405,0.0\nAFC Totton,Salisbury Road,Totton,,Southampton,SO40 2RW,South East,"Netley Marsh, New Forest, Hampshire, South East England, England, SO40 2RW, United Kingdom","(50.936503730637554, -1.5141362724701397, 0.0)",50.936503730637554,-1.5141362724701397,0.0\nAinsdale HWB Centre,Ainsdale Ctr For Health & Wellbeing,164 Sandbrook Road,Ainsdale,Southport,PR8 3RN,North West,"Sefton, North West England, England, PR8 3RN, United Kingdom","(53.593168240508476, -3.037432635245334, 0.0)",53.593168240508476,-3.037432635245334,0.0\nAintree Community Centre,Oriel Drive,Aintree,,Liverpool,L10 6NJ,North West,"Aintree Village, Sefton, North West England, England, L10 6NJ, United Kingdom","(53.485463235023815, -2.9364059678205083, 0.0)",53.485463235023815,-2.9364059678205083,0.0\nAlconbury Practice,School Lane,Alconbury,,Huntingdon,PE28 4EQ,East of England,"Alconbury, Huntingdonshire, Cambridgeshire, East of England, England, PE28 4EQ, United Kingdom","(52.37167750083855, -0.2568288624014199, 0.0)",52.37167750083855,-0.2568288624014199,0.0\nAlderwood Medical Practice,Longford Road,,,Cannock,WS11 1QN,Midlands,"Cannock Chase, Staffordshire, West Midlands, England, WS11 1QN, United Kingdom","(52.683673167889694, -2.0404443126308545, 0.0)",52.683673167889694,-2.0404443126308545,0.0\nAlf Marshall Centre,North Point Shopping Centre,87 Goodhart Road,Bransholme,Hull,HU7 4EE,North East and Yorkshire,"North Point Shopping Centre, Bransholme, Hull, Kingston upon Hull, Yorkshire and the Humber, England, HU7 4EE, United Kingdom","(53.78651370552554, -0.3216845752561395, 0.0)",53.78651370552554,-0.3216845752561395,0.0\nAlfred Barrow Health Centre,Duke Street,,,Barrow-In-Furness,LA14 2LB,North West,"Barrow-in-Furness, Cumbria, North West England, England, LA14 2LB, United Kingdom","(54.11023006668474, -3.2249137883259054, 0.0)",54.11023006668474,-3.2249137883259054,0.0\nAlfred Bean Hospital,Bridlington Road,,,Driffield,YO25 5JR,North East and Yorkshire,"Driffield, East Riding of Yorkshire, Yorkshire and the Humber, England, YO25 5JR, United Kingdom","(54.012191032966335, -0.42323915211780094, 0.0)",54.012191032966335,-0.42323915211780094,0.0\nAlfred Squire Road HC,Alfred Squire Road,,,Wolverhampton,WV11 1XU,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV11 1XU, United Kingdom","(52.599400875121894, -2.080760731990955, 0.0)",52.599400875121894,-2.080760731990955,0.0\nAll Saints Medical Centre,2A Vicarage Road,Kings Heath,,Birmingham,B14 7RA,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B14 7RA, United Kingdom","(52.43204902935586, -1.8954132376277966, 0.0)",52.43204902935586,-1.8954132376277966,0.0\nAllum Hall,2 Allum Lane,Elstree,,Borehamwood,WD6 3PJ,East of England,"Elstree and Borehamwood, Borehamwood, Hertsmere, Hertfordshire, East of England, England, WD6 3PJ, United Kingdom","(51.653409841470854, -0.28184669432946186, 0.0)",51.653409841470854,-0.28184669432946186,0.0\nAlnwick Cricket Club,Weavers Way,,,Alnwick,NE66 1BL,North East and Yorkshire,"Alnwick, Northumberland, North East England, England, NE66 1BL, United Kingdom","(55.40353723401292, -1.7018040357104738, 0.0)",55.40353723401292,-1.7018040357104738,0.0\nAltrincham Health & Wellbeing Hub,31- 33 Market Street,,,Altrincham,WA14 1RZ,North West,"Trafford, Greater Manchester, North West England, England, WA14 1RZ, United Kingdom","(53.38671976076494, -2.352158024437702, 0.0)",53.38671976076494,-2.352158024437702,0.0\nAlwoodley Medical Centre,Saxon Mount,Moortown,,Leeds,LS17 5DT,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS17 5DT, United Kingdom","(53.84796720012773, -1.5516689443472003, 0.0)",53.84796720012773,-1.5516689443472003,0.0\nAmherst Medical Practice,21 St Boltolph’s Road,,,Sevenoaks,TN13 3AQ,South East,"Sevenoaks, Kent, South East England, England, TN13 3AQ, United Kingdom","(51.2772731, 0.1867285, 0.0)",51.2772731,0.1867285,0.0\nAmmonite Health Partnership,West Allington,,,Bridport,DT6 5BN,South West,"Bridport, Dorset, South West England, England, DT6 5BN, United Kingdom","(50.734243276733075, -2.7680360063930047, 0.0)",50.734243276733075,-2.7680360063930047,0.0\nAngmering Community Centre,Foxwood Avenue,Angmering,,Littlehampton,BN16 4FU,South East,"Angmering, Arun, West Sussex, South East England, England, BN16 4FU, United Kingdom","(50.82482998607209, -0.4811339013054359, 0.0)",50.82482998607209,-0.4811339013054359,0.0\nAnston Medical Centre,Anston Medical Centre,Quarry Lane,North Anston,Sheffield,S25 4DB,North East and Yorkshire,"North and South Anston, Rotherham, Yorkshire and the Humber, England, S25 4DB, United Kingdom","(53.35684474517939, -1.2218895576456874, 0.0)",53.35684474517939,-1.2218895576456874,0.0\nApollo Buckingham Health Sciences Campus Ltd,Library Building,Crewe Campus,Crewe Green Road,Crewe,CW1 5DU,North West,"Crewe, Cheshire East, North West England, England, CW1 5DU, United Kingdom","(53.092871557569275, -2.424087221083316, 0.0)",53.092871557569275,-2.424087221083316,0.0\nApollo Court Medical Centre,45 High Street,Dodworth,,Barnsley,S75 3RF,North East and Yorkshire,"Dodworth, Barnsley, Yorkshire and the Humber, England, S75 3RF, United Kingdom","(53.54243475686803, -1.525191984043481, 0.0)",53.54243475686803,-1.525191984043481,0.0\nApplemore Health Centre,Claypits Lane,Dibden,,Southampton,SO45 5TN,South East,"Hythe and Dibden, New Forest, Hampshire, South East England, England, SO45 5TN, United Kingdom","(50.8681883, -1.4205439, 0.0)",50.8681883,-1.4205439,0.0\nArchers Practice,Newtown Road,,,Eastleigh,SO50 9AG,South East,"Eastleigh, Hampshire, South East England, England, SO50 9AG, United Kingdom","(50.97095619785304, -1.3531796758368948, 0.0)",50.97095619785304,-1.3531796758368948,0.0\nArtesian Building,138 Grange Road,,,London,SE1 3GF,London,"London Borough of Southwark, London, Greater London, England, SE1 3GF, United Kingdom","(51.4939782009274, -0.07478474729498043, 0.0)",51.4939782009274,-0.07478474729498043,0.0\nAshfield Health Village,Portland Street,Kirkby-In-Ashfield,,Nottingham,NG17 7AE,Midlands,"Kirkby-in-Ashfield, Ashfield, Nottinghamshire, East Midlands, England, NG17 7AE, United Kingdom","(53.10176001244672, -1.248741276843842, 0.0)",53.10176001244672,-1.248741276843842,0.0\nAshington Cricket Club,Langwell Crescent,,,Ashington,NE63 8AB,North East and Yorkshire,"Ashington, Northumberland, North East England, England, NE63 8AB, United Kingdom","(55.182913397074024, -1.5755286930352452, 0.0)",55.182913397074024,-1.5755286930352452,0.0\nAsplands Medical Centre,Asplands Close,Woburn Sands,,Milton Keynes,MK17 8QP,East of England,"Woburn Sands, Milton Keynes, South East England, England, MK17 8QP, United Kingdom","(52.01264827925196, -0.6497991120161047, 0.0)",52.01264827925196,-0.6497991120161047,0.0\nAttenborough Surgery,Bushey Health Centre,London Road,,Bushey,WD23 2NN,East of England,"Hertsmere, Hertfordshire, East of England, England, WD23 2NN, United Kingdom","(51.6454468, -0.3741038, 0.0)",51.6454468,-0.3741038,0.0\nAuckland Medical Group,The Old Fire House,Watling Road,,Bishop Auckland,DL14 6RP,North East and Yorkshire,"Bishop Auckland, County Durham, North East England, England, DL14 6RP, United Kingdom","(54.64808459234674, -1.6789957070175927, 0.0)",54.64808459234674,-1.6789957070175927,0.0\nAudley Mills Surgery,57 Eastwood Road,,,Rayleigh,SS6 7JF,East of England,"Rayleigh, Rochford, Essex, East of England, England, SS6 7JF, United Kingdom","(51.58497803121534, 0.6071284680474214, 0.0)",51.58497803121534,0.6071284680474214,0.0\nAvicenna Medical Centre,7 Little Market Row,,,Leybourne,ME19 5PU,South East,"Leybourne, West Malling, Tonbridge and Malling, Kent, South East England, England, ME19 5PU, United Kingdom","(51.301539113041144, 0.42483745250032157, 0.0)",51.301539113041144,0.42483745250032157,0.0\nAvondale Health Centre,Avondale Health Centre,Avondale Street,,Bolton,BL1 4JP,North West,BL1 4JP,"(53.58821133686645, -2.451761690120011, 0.0)",53.58821133686645,-2.451761690120011,0.0\nBabington Hospital,Babington Hospital,Derby Road,,Belper,DE56 1WH,Midlands,"Belper CP, Belper, Amber Valley, Derbyshire, East Midlands, England, DE56 1WH, United Kingdom","(53.01846022929237, -1.4859337464710334, 0.0)",53.01846022929237,-1.4859337464710334,0.0\nBadger Farm Community Centre,Badger Farm Road,,,Winchester,SO22 4QB,South East,"Badger Farm, Winchester, Hampshire, South East England, England, SO22 4QB, United Kingdom","(51.04584630009657, -1.3402223366428696, 0.0)",51.04584630009657,-1.3402223366428696,0.0\nBaldry Gardens Health Centre,293 Streatham High Road,,,London,SW16 3NP,London,"London Borough of Lambeth, London, Greater London, England, SW16 3NP, United Kingdom","(51.418615172154254, -0.12666599012325544, 0.0)",51.418615172154254,-0.12666599012325544,0.0\nBalham Health Centre,120-124 Bedford Hill,Balham,,London,SW12 9HS,London,"London Borough of Wandsworth, London, Greater London, England, SW12 9HS, United Kingdom","(51.44082381334542, -0.14899808064923697, 0.0)",51.44082381334542,-0.14899808064923697,0.0\nBalsall Common Health Centre,1 Ashley Drive,Balsall Common,,Coventry,CV7 7RW,Midlands,"Berkswell, Solihull, West Midlands Combined Authority, West Midlands, England, CV7 7RW, United Kingdom","(52.39495636905605, -1.6438617757369713, 0.0)",52.39495636905605,-1.6438617757369713,0.0\nBankfield Surgery,15 Huddersfield Road,,,Elland,HX5 9BA,North East and Yorkshire,"Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX5 9BA, United Kingdom","(53.686352372127864, -1.835188701844087, 0.0)",53.686352372127864,-1.835188701844087,0.0\nBarbara Castle Way Health Centre,Simmons Street,,,Blackburn,BB2 1AX,North West,"Blackburn with Darwen, North West England, England, BB2 1AX, United Kingdom","(53.7504041337437, -2.4886640129813835, 0.0)",53.7504041337437,-2.4886640129813835,0.0\n"Barclay Hall, Hoddesdon Parish Church",Pauls Lane,,,Hoddesdon,EN11 8TR,East of England,"Broxbourne, Hertfordshire, East of England, England, EN11 8TR, United Kingdom","(51.76229293821688, -0.013324861726907784, 0.0)",51.76229293821688,-0.013324861726907784,0.0\nBarkerend Health Centre,Barkerend Health Centre,Barkerend Road,,Bradford,BD3 8QH,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD3 8QH, United Kingdom","(53.797869, -1.721886, 0.0)",53.797869,-1.721886,0.0\nBarley Clough Medical Centre,Barley Clough Medical Centre,Nugget Street,,Oldham,OL4 1BN,North West,"Oldham, Greater Manchester, North West England, England, OL4 1BN, United Kingdom","(53.538326863939666, -2.095854284801695, 0.0)",53.538326863939666,-2.095854284801695,0.0\nBarnstaple Leisure,Seven Brethren Bank,Sticklepath,,Barnstaple,EX31 2AP,South West,"Barnstaple, North Devon, Devon, South West England, England, EX31 2AP, United Kingdom","(51.075525347422776, -4.058805744984657, 0.0)",51.075525347422776,-4.058805744984657,0.0\nBartholemew Medical Practice,Woodland Avenue,,,Goole,DN14 6RU,North East and Yorkshire,"Goole, East Riding of Yorkshire, Yorkshire and the Humber, England, DN14 6RU, United Kingdom","(53.71483905900483, -0.8754788979674294, 0.0)",53.71483905900483,-0.8754788979674294,0.0\nBarton Neighbourhood Centre,Neighbourhood Centre,Underhill Circus,Barton,Oxford,OX3 9LS,South East,"Oxford, Oxfordshire, South East England, England, OX3 9LS, United Kingdom","(51.76778684170677, -1.1965233824974646, 0.0)",51.76778684170677,-1.1965233824974646,0.0\nBath Pavilion,North Parade Road,,,Bath,BA2 4EU,South West,"Bath, Bath and North East Somerset, South West England, England, BA2 4EU, United Kingdom","(51.38089815238757, -2.3543671860232505, 0.0)",51.38089815238757,-2.3543671860232505,0.0\nBath Row Medical Practice,30 Bath Row,,,Birmingham,B15 1LZ,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B15 1LZ, United Kingdom","(52.47265544136867, -1.9078488959416258, 0.0)",52.47265544136867,-1.9078488959416258,0.0\nBatheaston Medical Centre,Coalpit Road,Batheaston,,Bath,BA1 7NP,South West,"Batheaston, Bath and North East Somerset, South West England, England, BA1 7NP, United Kingdom","(51.406032482128865, -2.31738689553089, 0.0)",51.406032482128865,-2.31738689553089,0.0\nBeacon Medical,Cleethorpes PCC,St Hughs Avenue,Scartho,Cleethorpes,DN35 8EB,North East and Yorkshire,"North East Lincolnshire, Yorkshire and the Humber, England, DN35 8EB, United Kingdom","(53.55700002550564, -0.03766221360168108, 0.0)",53.55700002550564,-0.03766221360168108,0.0\nBeacon Shopping Centre,The Beacon,,,Eastbourne,BN21 3NW,South East,"Eastbourne, East Sussex, South East England, England, BN21 3NW, United Kingdom","(50.76904270931874, 0.28356157023400824, 0.0)",50.76904270931874,0.28356157023400824,0.0\nBealeys Community Hospital,Dumers Lane,Radcliffe,,Manchester,M26 2QD,North West,"Bury, Greater Manchester, North West England, England, M26 2QD, United Kingdom","(53.56575429459622, -2.3092849775550603, 0.0)",53.56575429459622,-2.3092849775550603,0.0\nBeaufort Rd Surgery,21 Beaufort Road,Southbourne,,Bournemouth,BH6 5AJ,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH6 5AJ, United Kingdom","(50.7283785132037, -1.8145154497987346, 0.0)",50.7283785132037,-1.8145154497987346,0.0\nBeckenham Beacon,Beckenham Beacon,379 Croydon Road,,Beckenham,BR3 3FD,London,"London Borough of Bromley, London, Greater London, England, BR3 3FD, United Kingdom","(51.4049877, -0.0332712, 0.0)",51.4049877,-0.0332712,0.0\nBedworth Civic Hall,Civic Hall,High Street,,Bedworth,CV12 8NF,Midlands,"Nuneaton and Bedworth, Warwickshire, West Midlands, England, CV12 8NF, United Kingdom","(52.47892828862554, -1.4718137045353166, 0.0)",52.47892828862554,-1.4718137045353166,0.0\nBeeches Green Health Centre,Beeches Green,,,Stroud,GL5 4BH,South West,"Stroud, Gloucestershire, South West England, England, GL5 4BH, United Kingdom","(51.74731945656218, -2.2202737627971203, 0.0)",51.74731945656218,-2.2202737627971203,0.0\nBeeston Village,James Reed House,Town Street,Beeston,Leeds,LS11 8PN,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS11 8PN, United Kingdom","(53.77272921980813, -1.567265880115073, 0.0)",53.77272921980813,-1.567265880115073,0.0\nBelle Vue Baptist Church,Belle Vue Avenue,,,Southend-on-Sea,SS1 2QZ,East of England,"Southend-on-Sea, East of England, England, SS1 2QZ, United Kingdom","(51.53977352638747, 0.7305647733737132, 0.0)",51.53977352638747,0.7305647733737132,0.0\n"Bellingham Common Room, University of Hertfordshire",Bellingham Common Room,College Road Campus,,Hatfield,AL10 9UW,East of England,"University Accommodation, Hatfield, Welwyn Hatfield, Hertfordshire, East of England, England, AL10 9UW, United Kingdom","(51.752532936505204, -0.23732767061494595, 0.0)",51.752532936505204,-0.23732767061494595,0.0\nBelsize Priory Health Centre,208 Belsize Road,Kilburn,,London,NW6 4DX,London,NW6 4DX,"(51.539773463894306, -0.18801431092712637, 0.0)",51.539773463894306,-0.18801431092712637,0.0\nBenfleet Clinic,513 High Road,,,Benfleet,SS7 5AD,East of England,"Castle Point, Essex, East of England, England, SS7 5AD, United Kingdom","(51.55959654179644, 0.5503580558435529, 0.0)",51.55959654179644,0.5503580558435529,0.0\nBeverley Race Course,York Road,,,Beverley,HU17 8QZ,North East and Yorkshire,"Beverley, East Riding of Yorkshire, Yorkshire and the Humber, England, HU17 8QZ, United Kingdom","(53.84324544908078, -0.45706719597513995, 0.0)",53.84324544908078,-0.45706719597513995,0.0\nBHI Parkside,Stourbridge Road,,,Bromsgrove,B61 0AZ,Midlands,B61 0AZ,"(52.33759829989267, -2.059733949013327, 0.0)",52.33759829989267,-2.059733949013327,0.0\nBiddulph Town Hall,Town Hall,High Street,Biddulph,Stoke-on-Trent,ST8 6AR,Midlands,"Biddulph, Staffordshire Moorlands, Staffordshire, West Midlands, England, ST8 6AR, United Kingdom","(53.11654700498612, -2.1760500188203196, 0.0)",53.11654700498612,-2.1760500188203196,0.0\nBieghton Surgery,Queens Road,Beighton,,Sheffield,S20 1BJ,North East and Yorkshire,S20 1BJ,"(53.34893138342643, -1.3448420750715346, 0.0)",53.34893138342643,-1.3448420750715346,0.0\nBingfield,8 Bingfield Street,,,London,N1 0AL,London,"London Borough of Islington, London, Greater London, England, N1 0AL, United Kingdom","(51.53932087437939, -0.11926210042895105, 0.0)",51.53932087437939,-0.11926210042895105,0.0\nBirch Hill Medical Practice,Birch Hill Medical Centre,Birch Hill,Leppington,Bracknell,RG12 7WW,South East,"Bracknell, Bracknell Forest, South East England, England, RG12 7WW, United Kingdom","(51.390838015234394, -0.7520073673631721, 0.0)",51.390838015234394,-0.7520073673631721,0.0\nBirchenwood Sports Centre,Mount Road,Kidsgrove,,Stoke-on-Trent,ST7 4AY,Midlands,"Kidsgrove, Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST7 4AY, United Kingdom","(53.08736734604502, -2.234115175565498, 0.0)",53.08736734604502,-2.234115175565498,0.0\nBirkenhead Medical Building,Birkenhead Medical Building,Laird Street,,Birkenhead,CH41 8DB,North West,"Wirral, North West England, England, CH41 8DB, United Kingdom","(53.3981982008619, -3.0463996212590505, 0.0)",53.3981982008619,-3.0463996212590505,0.0\nBirleywood Health Centre,Birleywood Health Centre,Birleywood,,Skelmersdale,WN8 9BW,North West,"West Lancashire, Lancashire, North West England, England, WN8 9BW, United Kingdom","(53.538326206891014, -2.7589010298037104, 0.0)",53.538326206891014,-2.7589010298037104,0.0\nBirtley Medical Group,Durham Road,Birtley,,Chester Le Street,DH3 2QT,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, DH3 2QT, United Kingdom","(54.891881068423636, -1.5764409558933317, 0.0)",54.891881068423636,-1.5764409558933317,0.0\nBishops Stortford Football Club,Dunmow Road,,,Bishop\'s Stortford,CM23 5RG,East of England,"Bishop\'s Stortford, East Hertfordshire, Hertfordshire, East of England, England, CM23 5RG, United Kingdom","(51.87289746345162, 0.19210802561201756, 0.0)",51.87289746345162,0.19210802561201756,0.0\nBlackthorn Medical Centre,St Andrews Road,,,Maidstone,ME16 9AN,South East,"Maidstone, Kent, South East England, England, ME16 9AN, United Kingdom","(51.26765189695052, 0.4853557592948102, 0.0)",51.26765189695052,0.4853557592948102,0.0\nBlaydon Primary Care Centre,Blaydon PCC,Shibdon Road,,Blaydon-on-Tyne,NE21 5NW,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE21 5NW, United Kingdom","(54.9580168787477, -1.6951847822899921, 0.0)",54.9580168787477,-1.6951847822899921,0.0\nBloomsbury Surgery,1 Handel Street,,,London,WC1N 1PD,London,WC1N 1PD,"(51.5256159, -0.1230737, 0.0)",51.5256159,-0.1230737,0.0\nBloxwich Active Living Centre,High Street,Bloxwich,,Walsall,WS3 2DA,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS3 2DA, United Kingdom","(52.61172621256919, -1.9985021606484479, 0.0)",52.61172621256919,-1.9985021606484479,0.0\nBMC @ Werrington Surgery,97 Church Street,Werrington,,Peterborough,PE4 6QF,East of England,"City of Peterborough, East of England, England, PE4 6QF, United Kingdom","(52.61411491350954, -0.27092011031016355, 0.0)",52.61411491350954,-0.27092011031016355,0.0\nBocking Centre,3 Bocking Street,,,London,E8 3RU,London,,,,,\nBodmin Treatment Centre,Bodmin Hospital,Boundary Road,,Bodmin,PL31 2QT,South West,"Bodmin, South West England, England, PL31 2QT, United Kingdom","(50.469985480435476, -4.734426110960199, 0.0)",50.469985480435476,-4.734426110960199,0.0\nBodriggy Surgery,60 Queensway,,,Hayle,TR27 4PB,South West,TR27 4PB,"(50.187071361765504, -5.412840043158627, 0.0)",50.187071361765504,-5.412840043158627,0.0\nBognor Medical Centre,West Street,,,Bognor Regis,PO21 1UT,South East,"Bognor Regis, Felpham, Arun, West Sussex, South East England, England, PO21 1UT, United Kingdom","(50.7836286507094, -0.6772397655485172, 0.0)",50.7836286507094,-0.6772397655485172,0.0\nBosden Moor Surgery,Fulmar Drive,Offerton,,Stockport,SK2 5JL,North West,"Stockport, Greater Manchester, North West England, England, SK2 5JL, United Kingdom","(53.39103635135804, -2.109697943951559, 0.0)",53.39103635135804,-2.109697943951559,0.0\nBounds Green Group Practice,The Surgery,Gordon Road,"Bounds Green, New Southgate",London,N11 2PF,London,"London Borough of Haringey, London, Greater London, England, N11 2PF, United Kingdom","(51.6069109, -0.126948, 0.0)",51.6069109,-0.126948,0.0\nBousfield Surgery,Westminster Road,Kirkdale,,Liverpool,L4 4PP,North West,"Liverpool, North West England, England, L4 4PP, United Kingdom","(53.43154197318749, -2.9775748685577095, 0.0)",53.43154197318749,-2.9775748685577095,0.0\nBowburn Community Centre,Durham Road,Bowburn,,Durham,DH6 5AT,North East and Yorkshire,"Bowburn Bridge Allotments, Cassop-cum-Quarrington, Bowburn, County Durham, North East England, England, DH6 5AT, United Kingdom","(54.73464164345128, -1.5260561561597825, 0.0)",54.73464164345128,-1.5260561561597825,0.0\nBower Mount Medical Centre,1 Bower Mount Road,,,Maidstone,ME16 8AX,South East,"Maidstone, Kent, South East England, England, ME16 8AX, United Kingdom","(51.273704316265125, 0.5068743382737366, 0.0)",51.273704316265125,0.5068743382737366,0.0\nBowthorpe Health Centre,Wendene,,,Norwich,NR5 9HA,East of England,"Norwich, Norfolk, East of England, England, NR5 9HA, United Kingdom","(52.637171850908864, 1.2172034491434696, 0.0)",52.637171850908864,1.2172034491434696,0.0\nBrackley Medical Centre,Wellington Road,,,Brackley,NN13 6QZ,Midlands,"Brackley, West Northamptonshire, East Midlands, England, NN13 6QZ, United Kingdom","(52.038055939563826, -1.137717518262803, 0.0)",52.038055939563826,-1.137717518262803,0.0\nBramley Village Health and Wellbeing Centre,16 Highfield Road,Bramley,,Leeds,LS13 2BL,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS13 2BL, United Kingdom","(53.807820106799454, -1.623032047310537, 0.0)",53.807820106799454,-1.623032047310537,0.0\nBrampton Community Centre,Union Lane,,,Brampton,CA8 1BX,North East and Yorkshire,"Brampton, Carlisle, Cumbria, North West England, England, CA8 1BX, United Kingdom","(54.943608923502126, -2.7368614891932284, 0.0)",54.943608923502126,-2.7368614891932284,0.0\nBrandon Lane Surgery Building,Brandon Lane,Brandon,,Durham,DH7 8SJ,North East and Yorkshire,"Brandon and Byshottles, New Brancepeth, County Durham, North East England, England, DH7 8SJ, United Kingdom","(54.754499552069866, -1.6358617716505752, 0.0)",54.754499552069866,-1.6358617716505752,0.0\nBrasshouse Community Centre,Brasshouse Lane,,,Smethwick,B66 1BA,Midlands,"Sandwell, West Midlands Combined Authority, West Midlands, England, B66 1BA, United Kingdom","(52.49972316799426, -1.9698496692822411, 0.0)",52.49972316799426,-1.9698496692822411,0.0\nBredbury Medical Centre,1 Auburn Avenue,Bredbury,,Stockport,SK6 2AH,North West,"Stockport, Greater Manchester, North West England, England, SK6 2AH, United Kingdom","(53.42287041967287, -2.1139711059049175, 0.0)",53.42287041967287,-2.1139711059049175,0.0\nBreightmet Health Centre,Breightmet Health Centre,Breightmet Fold Lane,Breightmet,Bolton,BL2 6NT,North West,"Bolton, Greater Manchester, North West England, England, BL2 6NT, United Kingdom","(53.58223429005605, -2.3841960906940707, 0.0)",53.58223429005605,-2.3841960906940707,0.0\nBrentwood Centre,Doddinghurst Road,Pilgrims Hatch,,Brentwood,CM15 9NN,East of England,"Brentwood, Essex, East of England, England, CM15 9NN, United Kingdom","(51.63487643843922, 0.29980920986633214, 0.0)",51.63487643843922,0.29980920986633214,0.0\nBridge Health Centre,Bridge Health Centre,Patrixbourne Road,Bridge,Canterbury,CT4 5BL,South East,"Bridge, Canterbury, Kent, South East England, England, CT4 5BL, United Kingdom","(51.245980199333836, 1.1287817424945457, 0.0)",51.245980199333836,1.1287817424945457,0.0\nBridge Street,Bridge Street Medical Practice,3 Bridge Street,,Otley,LS21 1BQ,North East and Yorkshire,"Otley, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS21 1BQ, United Kingdom","(53.9068512995936, -1.6937769319779592, 0.0)",53.9068512995936,-1.6937769319779592,0.0\nBridgewater Surgeries,Bridgewater House,7 Printers Avenue,,Watford,WD18 7QR,East of England,"Watford, Hertfordshire, East of England, England, WD18 7QR, United Kingdom","(51.65112141335334, -0.4224074209541053, 0.0)",51.65112141335334,-0.4224074209541053,0.0\nBridgnorth Medical Practice,Northgate Health Centre,Old Smithfield,,Bridgnorth,WV16 4EN,Midlands,"Bridgnorth, Shropshire, West Midlands, England, WV16 4EN, United Kingdom","(52.537885499999994, -2.422945049999999, 0.0)",52.537885499999994,-2.422945049999999,0.0\n"Brierley Hill Methodist Church, Bank St",45 Bank Street,,,Brierley Hill,DY5 3DB,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY5 3DB, United Kingdom","(52.48527307641015, -2.1239185479475626, 0.0)",52.48527307641015,-2.1239185479475626,0.0\nBrighton Racecourse,Freshfield Road,,,Brighton,BN2 9QX,South East,,,,,\nBroadway Theatre,Broadway,,,Barking,IG11 7LS,London,"London Borough of Barking and Dagenham, London, Greater London, England, IG11 7LS, United Kingdom","(51.535891127458626, 0.077351817093585, 0.0)",51.535891127458626,0.077351817093585,0.0\nBrocklebank Health Centre,249 Garratt Lane,Wandsworth,,London,SW18 4DU,London,"London Borough of Wandsworth, London, Greater London, England, SW18 4DU, United Kingdom","(51.44859784674713, -0.18912200668968274, 0.0)",51.44859784674713,-0.18912200668968274,0.0\nBrockway Medical Centre,8 Brockway,Nailsea,,Bristol,BS48 1BZ,South West,"Nailsea, North Somerset, South West England, England, BS48 1BZ, United Kingdom","(51.432957889036096, -2.755297301370419, 0.0)",51.432957889036096,-2.755297301370419,0.0\nBrockwell Medical Group,Brockwell Centre,Northumbrian Road,,Cramlington,NE23 1XZ,North East and Yorkshire,"Cramlington, Northumberland, North East England, England, NE23 1XZ, United Kingdom","(55.09566610668175, -1.5843528348821214, 0.0)",55.09566610668175,-1.5843528348821214,0.0\nBrook Lane Surgery,Entry up driveway shared with sorting office,233a Brook Lane,Sarisbury Green,Southampton,SO31 7DQ,South East,"Fareham, Hampshire, South East England, England, SO31 7DQ, United Kingdom","(50.87058615577782, -1.2749321513085914, 0.0)",50.87058615577782,-1.2749321513085914,0.0\nBroomfield Park Medical Centre,Spon End,,,Coventry,CV1 3HQ,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV1 3HQ, United Kingdom","(52.4079447742802, -1.5276551297069454, 0.0)",52.4079447742802,-1.5276551297069454,0.0\nBrough Surgery,4 Centurion Way,South Cave,,Brough,HU15 1AY,North East and Yorkshire,"Elloughton-cum-Brough, Brough, East Riding of Yorkshire, Yorkshire and the Humber, England, HU15 1AY, United Kingdom","(53.728962824448594, -0.5676895666062263, 0.0)",53.728962824448594,-0.5676895666062263,0.0\nBrune Medical Centre,10 Rowner Road,,,Gosport,PO13 0EW,South East,"Gosport, Hampshire, South East England, England, PO13 0EW, United Kingdom","(50.81275282049858, -1.1601049440049471, 0.0)",50.81275282049858,-1.1601049440049471,0.0\nBuckhurst Way Clinic,49 Buckhurst Way,,,Buckhurst Hill,IG9 6HP,East of England,"Buckhurst Hill, Epping Forest, Essex, East of England, England, IG9 6HP, United Kingdom","(51.6204957323204, 0.046828942275462006, 0.0)",51.6204957323204,0.046828942275462006,0.0\nBuckingham Community Centre,Cornwalls Meadow,,,Buckingham,MK18 1RP,South East,"Buckingham, Buckinghamshire, South East England, England, MK18 1RP, United Kingdom","(52.00086279520499, -0.9845479676900226, 0.0)",52.00086279520499,-0.9845479676900226,0.0\nBuckshaw Village Surgery,Unity Place,Buckshaw Village,,Chorley,PR7 7HZ,North West,"Euxton, Chorley, Lancashire, North West England, England, PR7 7HZ, United Kingdom","(53.678001734227436, -2.6583932522995033, 0.0)",53.678001734227436,-2.6583932522995033,0.0\n"Building 139, The Command Works, Bicester Heritage",Buckingham Road,,,Bicester,OX26 5HA,South East,,,,,\n"Building A, Fleet Health Campus",Fleet Health Centre,Vale Road,Northfleet,Gravesend,DA11 8BZ,South East,"Northfleet, Kent, South East England, England, DA11 8BZ, United Kingdom","(51.43515255709611, 0.34325809088412607, 0.0)",51.43515255709611,0.34325809088412607,0.0\nBunnyhill PCCC,Hylton Lane,Downhill,,Sunderland,SR5 4BW,North East and Yorkshire,"Sunderland, North East England, England, SR5 4BW, United Kingdom","(54.92658898450774, -1.447219304723588, 0.0)",54.92658898450774,-1.447219304723588,0.0\nBurncross,1 Bevan Way,Chapeltown,,Sheffield,S35 1RN,North East and Yorkshire,"Ecclesfield CP, Whitley, Sheffield, Yorkshire and the Humber, England, S35 1RN, United Kingdom","(53.45915507473097, -1.4790415157232806, 0.0)",53.45915507473097,-1.4790415157232806,0.0\nBurnham Health Centre,Minniecroft Road,Burnham,,Slough,SL1 7DE,South East,"Burnham, Buckinghamshire, South East England, England, SL1 7DE, United Kingdom","(51.53512461750847, -0.6634794563687476, 0.0)",51.53512461750847,-0.6634794563687476,0.0\nBurscough Family Practice,Burscough Health Centre,"Stanley Court, Lord Street",Burscough,Ormskirk,L40 4LA,North West,"Burscough, West Lancashire, Lancashire, North West England, England, L40 4LA, United Kingdom","(53.60235705929366, -2.840111970389347, 0.0)",53.60235705929366,-2.840111970389347,0.0\nBursledon Surgery,Lowford Centre,Portsmouth Road,Bursledon,Southampton,SO31 8ES,South East,"Bursledon, Eastleigh, Hampshire, South East England, England, SO31 8ES, United Kingdom","(50.88969099304121, -1.316800171216587, 0.0)",50.88969099304121,-1.316800171216587,0.0\nBursted Wood Surgery,219 Erith Road,Barnehurst,,Bexleyheath,DA7 6HZ,London,"London Borough of Bexley, London, Greater London, England, DA7 6HZ, United Kingdom","(51.4657445966949, 0.15224799085260463, 0.0)",51.4657445966949,0.15224799085260463,0.0\nBushmead Medical Centre,131 Bushmead Road,,,Luton,LU2 7YT,East of England,"Luton, East of England, England, LU2 7YT, United Kingdom","(51.90635563200955, -0.4133530718153164, 0.0)",51.90635563200955,-0.4133530718153164,0.0\nBuxton Medical Practice,2 Temple Road,,,Buxton,SK17 9BZ,Midlands,"Buxton, High Peak, Derbyshire, East Midlands, England, SK17 9BZ, United Kingdom","(53.253120414249146, -1.9204478089237678, 0.0)",53.253120414249146,-1.9204478089237678,0.0\nByron Hall,Christchurch Avenue,,,Harrow,HA3 5BD,London,"London Borough of Harrow, London, Greater London, England, HA3 5BD, United Kingdom","(51.592524207180645, -0.32744106798257894, 0.0)",51.592524207180645,-0.32744106798257894,0.0\nCable Street Surgery (Branch Site For East One Health),445 Cable Street,,,London,E1W 3DE,London,"London Borough of Tower Hamlets, London, Greater London, England, E1W 3DE, United Kingdom","(51.511389160165216, -0.048744030476225934, 0.0)",51.511389160165216,-0.048744030476225934,0.0\nCanalside Healthcare Centre,Canalside Health Care Centre,2 Kingsway,Baildon,Bingley,BD16 4RP,North East and Yorkshire,"Bingley, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD16 4RP, United Kingdom","(53.84700643901006, -1.8284916692772422, 0.0)",53.84700643901006,-1.8284916692772422,0.0\nCanon Building,Woodhatch,Off Cockshot Hill,,Reigate,RH2 8BF,South East,,,,,\nCanterbury Vaccination Centre - Sea Cadet Unit,Training Ship Courageous,Vauxhall Road,,Canterbury,CT1 1ZN ,South East,"Canterbury, Kent, South East England, England, CT1 1ZN, United Kingdom","(51.295479926083225, 1.1016901801675882, 0.0)",51.295479926083225,1.1016901801675882,0.0\nCaptain French Surgery,The Gillinggate Centre,Gillinggate,,Kendal,LA9 4JE,North West,"Kendal, South Lakeland, Cumbria, North West England, England, LA9 4JE, United Kingdom","(54.323279993226905, -2.748580119967754, 0.0)",54.323279993226905,-2.748580119967754,0.0\nCarlton House,Carlton House Surgery,28 Tenniswood Road,,Enfield,EN1 3LL,London,"London Borough of Enfield, London, Greater London, England, EN1 3LL, United Kingdom","(51.66253010982185, -0.07677228467431964, 0.0)",51.66253010982185,-0.07677228467431964,0.0\nCarlyon Health Hub (Branch Surgery Of St.Austell Healthcare),14 Carlyon Road,,,St. Austell,PL25 4EG,South West,"St. Austell, South West England, England, PL25 4EG, United Kingdom","(50.33883553461697, -4.783570401020727, 0.0)",50.33883553461697,-4.783570401020727,0.0\nCarnforth Clinic Ground Floor,Carnforth Clinic,Market Street,,Carnforth,LA5 9JU,North West,"Carnforth, Lancaster, Lancashire, North West England, England, LA5 9JU, United Kingdom","(54.12943822252862, -2.769325253786807, 0.0)",54.12943822252862,-2.769325253786807,0.0\nCarterton Health Centre,Carterton Health Centre,8 Alvescot Road,,Carterton,OX18 3LJ,South East,"Carterton, West Oxfordshire, Oxfordshire, South East England, England, OX18 3LJ, United Kingdom","(51.75869951882693, -1.5965823413027498, 0.0)",51.75869951882693,-1.5965823413027498,0.0\nCartmel Surgery,Cartmel,Grange-Over-Sands,\xa0,Cumbria,LA11 6PH,North West,"Lower Allithwaite, South Lakeland, Cumbria, North West England, England, LA11 6PH, United Kingdom","(54.19944033670597, -2.948167577310612, 0.0)",54.19944033670597,-2.948167577310612,0.0\nCastleford Civic Centre,Ferrybridge Road,,,Castleford,WF10 4JH,North East and Yorkshire,,,,,\nCastlegate and Derwent Surgery,Isel Road,,,Cockermouth,CA13 9HT,North East and Yorkshire,"Cockermouth, Allerdale, Cumbria, North West England, England, CA13 9HT, United Kingdom","(54.665923399435385, -3.358733503312582, 0.0)",54.665923399435385,-3.358733503312582,0.0\nCathedral House,St Thomas Road,,,Huddersfield,HD1 3LG,North East and Yorkshire,"Kirklees, West Yorkshire, Yorkshire and the Humber, England, HD1 3LG, United Kingdom","(53.6399415221958, -1.793536497793529, 0.0)",53.6399415221958,-1.793536497793529,0.0\nCathedral Medical Centre,Princess Of Wales Hospital,Lynn Road,,Ely,CB6 1DN,East of England,"Ely, Queen Adelaide, East Cambridgeshire, Cambridgeshire, East of England, England, CB6 1DN, United Kingdom","(52.41321274436291, 0.2754118797604947, 0.0)",52.41321274436291,0.2754118797604947,0.0\nCavendish Medical Practice,Summerfield Primary Care Centre,134 Heath Street,Winson Green,Birmingham,B18 7AL,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B18 7AL, United Kingdom","(52.48770392487823, -1.937363406767105, 0.0)",52.48770392487823,-1.937363406767105,0.0\nCedar Medical Practice,West Street,,,Scunthorpe,DN15 6HX,North East and Yorkshire,"North Lincolnshire, Yorkshire and the Humber, England, DN15 6HX, United Kingdom","(53.59242162272762, -0.6518239691717785, 0.0)",53.59242162272762,-0.6518239691717785,0.0\nCentenary Hall,Wheelers Lane,Smallfield,,Horley,RH6 9PT,South East,"Burstow, Tandridge, Surrey, South East England, England, RH6 9PT, United Kingdom","(51.17172205845655, -0.11856418105287825, 0.0)",51.17172205845655,-0.11856418105287825,0.0\nCentral MK Medical Practice,68 Bradwell Common Boulevard,Bradwell Common,,Milton Keynes,MK13 8RN,East of England,"Bradwell, Milton Keynes, South East England, England, MK13 8RN, United Kingdom","(52.0419918, -0.7754018, 0.0)",52.0419918,-0.7754018,0.0\nCentral Surgery Barton,King Street,,,Barton-Upon-Humber,DN18 5ER,North East and Yorkshire,"Barton-upon-Humber, North Lincolnshire, Yorkshire and the Humber, England, DN18 5ER, United Kingdom","(53.6842357067724, -0.439445179033255, 0.0)",53.6842357067724,-0.439445179033255,0.0\nChadwell Medical Centre,1 Brentwood Road,,,Grays,RM16 4JD,East of England,"Thurrock, East of England, England, RM16 4JD, United Kingdom","(51.48228213649096, 0.3686056477652674, 0.0)",51.48228213649096,0.3686056477652674,0.0\nChalfont Hospital,Hampden Road,Chalfont St Peter,,Gerrards Cross,SL9 9DR,South East,"Chalfont St. Peter, Chalfont St Peter, Buckinghamshire, South East England, England, SL9 9DR, United Kingdom","(51.60740919022459, -0.5618113356780813, 0.0)",51.60740919022459,-0.5618113356780813,0.0\nChalfont Surgery/Salvation Army Hall,Chalfont Close,Earley,,Reading,RG6 5HZ,South East,"Earley, Wokingham, South East England, England, RG6 5HZ, United Kingdom","(51.426181099999994, -0.9325018, 0.0)",51.426181099999994,-0.9325018,0.0\nChancellor\'s Hotel,77 Moseley Road,Fallowfield,,Manchester,M14 6NN,North West,"Manchester, Greater Manchester, North West England, England, M14 6NN, United Kingdom","(53.4433695955433, -2.214164741783408, 0.0)",53.4433695955433,-2.214164741783408,0.0\nCharing Surgery,1 Surgery Close,Charing,,Ashford,TN27 0AW,South East,"Charing, Ashford, Kent, South East England, England, TN27 0AW, United Kingdom","(51.2097096518067, 0.7913737064969115, 0.0)",51.2097096518067,0.7913737064969115,0.0\nCharles Hicks Centre,75 Ermine Street,,,Huntingdon,PE29 3EZ,East of England,"Huntingdon, Huntingdonshire, Cambridgeshire, East of England, England, PE29 3EZ, United Kingdom","(52.33434393153534, -0.18832691785728603, 0.0)",52.33434393153534,-0.18832691785728603,0.0\nCharlton House,Charlton Road,,,London,SE7 8RE,London,"Royal Borough of Greenwich, London, Greater London, England, SE7 8RE, United Kingdom","(51.480477304881504, 0.037154487969109355, 0.0)",51.480477304881504,0.037154487969109355,0.0\nCharnwood Borough Council,Council Offices,Southfield Road,,Loughborough,LE11 2TX,Midlands,"Charnwood, Leicestershire, East Midlands, England, LE11 2TX, United Kingdom","(52.76894471912706, -1.2043115032625562, 0.0)",52.76894471912706,-1.2043115032625562,0.0\nChasetown Medical Centre,29-31 High Street,Chasetown,,Burntwood,WS7 3XE,Midlands,"Burntwood, Lichfield, Staffordshire, West Midlands, England, WS7 3XE, United Kingdom","(52.67164388221656, -1.9343158356571557, 0.0)",52.67164388221656,-1.9343158356571557,0.0\nChelmsley Wood,Chelmsley Wood Primary Care Centre,Crabtree Drive,Chelmsley Wood,Birmingham,B37 5BU,Midlands,"Fordbridge, Kingshurst, Solihull, West Midlands Combined Authority, West Midlands, England, B37 5BU, United Kingdom","(52.48063632580215, -1.7532293372903163, 0.0)",52.48063632580215,-1.7532293372903163,0.0\nCheltenham East Community Fire Station,Cheltenham East Comm Fire Station,Keynsham Road,,Cheltenham,GL53 7PX,South West,"Cheltenham, Gloucestershire, South West England, England, GL53 7PX, United Kingdom","(51.89208133862216, -2.0698576322845517, 0.0)",51.89208133862216,-2.0698576322845517,0.0\nChertsey Hall,Heriot Road,,,Chertsey,KT16 9DR,South East,"Chertsey, Surrey, South East England, England, KT16 9DR, United Kingdom","(51.38918583713771, -0.505510941321264, 0.0)",51.38918583713771,-0.505510941321264,0.0\nCherwell School,Marston Ferry Road,,,Oxford,OX2 7EE,South East,"Oxford, Oxfordshire, South East England, England, OX2 7EE, United Kingdom","(51.77544416719594, -1.2574957869863073, 0.0)",51.77544416719594,-1.2574957869863073,0.0\nChesham Town Hall,Town Hall,,,Chesham,HP5 1DS,South East,"Chesham, Buckinghamshire, South East England, England, HP5 1DS, United Kingdom","(51.70491353108294, -0.6138896742060004, 0.0)",51.70491353108294,-0.6138896742060004,0.0\nCheshire View,Plough Lane,Christleton,,Chester,CH3 7PT,North West,"Christleton, Cheshire West and Chester, North West England, England, CH3 7PT, United Kingdom","(53.1811432, -2.8175529, 0.0)",53.1811432,-2.8175529,0.0\nChessel Avenue Surgery,4 Chessel Avenue,,,Southampton,SO19 4AA,South East,"Southampton, South East England, England, SO19 4AA, United Kingdom","(50.913653092346486, -1.365251705644597, 0.0)",50.913653092346486,-1.365251705644597,0.0\nChipping Norton Health Centre,Russell Way,,,Chipping Norton,OX7 5FA,South East,"Chipping Norton, West Oxfordshire, Oxfordshire, South East England, England, OX7 5FA, United Kingdom","(51.94554049166454, -1.535244981437365, 0.0)",51.94554049166454,-1.535244981437365,0.0\nChiswick Health Centre,Fishers Lane,Chiswick,,London,W4 1RX,London,"London Borough of Hounslow, London, Greater London, England, W4 1RX, United Kingdom","(51.49356188368886, -0.259902101397666, 0.0)",51.49356188368886,-0.259902101397666,0.0\nChorley Surgery,24-26 Gillibrand Street,,,Chorley,PR7 2EJ,North West,"Chorley, Lancashire, North West England, England, PR7 2EJ, United Kingdom","(53.65147568545521, -2.633225034615564, 0.0)",53.65147568545521,-2.633225034615564,0.0\nChristchurch Medical Centre,Christchurch Medical Centre,Ardington Road,,Northampton,NN1 5LT,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN1 5LT, United Kingdom","(52.242513, -0.8686681333333333, 0.0)",52.242513,-0.8686681333333333,0.0\nChristchurch Medical Practice,1 Purewell Cross Road,,,Christchurch,BH23 3AF,South West,"Christchurch, Bournemouth, Christchurch and Poole, South West England, England, BH23 3AF, United Kingdom","(50.73643693838155, -1.7595003690170523, 0.0)",50.73643693838155,-1.7595003690170523,0.0\n"Christchurch Surgery, Downend",Christchurch Family Medical Centre,North Street,Downend,Bristol,BS16 5SG,South West,"Downend and Bromley Heath, South Gloucestershire, South West England, England, BS16 5SG, United Kingdom","(51.48538826099517, -2.505382826000878, 0.0)",51.48538826099517,-2.505382826000878,0.0\nChrists Hospital - Blue Coats,Christs Hospital,,,Horsham,RH13 0YB,South East,"Southwater, Horsham, West Sussex, South East England, England, RH13 0YB, United Kingdom","(51.045159960348954, -0.360797972363534, 0.0)",51.045159960348954,-0.360797972363534,0.0\nChurch Farm Ripley,Church Farm Medical Centre,Steeple Drive,,Ripley,DE5 3TH,Midlands,"Ripley, Upper Hartshay, Amber Valley, Derbyshire, East Midlands, England, DE5 3TH, United Kingdom","(53.042241872864686, -1.402797031736947, 0.0)",53.042241872864686,-1.402797031736947,0.0\nChurch Stretton Medical Practice,Easthope Road,,,Church Stretton,SY6 6BL,Midlands,"Church Stretton, Shropshire, West Midlands, England, SY6 6BL, United Kingdom","(52.53728600191725, -2.806168799905207, 0.0)",52.53728600191725,-2.806168799905207,0.0\nChurch View Health Centre,Church View Health Centre,Langthwaite Road,South Kirkby,Pontefract,WF9 3AP,North East and Yorkshire,"Langthwaite Green Industrial Estate, South Kirkby and Moorthorpe, South Kirkby, Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF9 3AP, United Kingdom","(53.59254719811563, -1.3131103652916447, 0.0)",53.59254719811563,-1.3131103652916447,0.0\nChurch View Surgery,5 Market Hill,Hedon,,Hull,HU12 8JE,North East and Yorkshire,"Hedon, East Riding of Yorkshire, Yorkshire and the Humber, England, HU12 8JE, United Kingdom","(53.74270932664617, -0.20025400487831302, 0.0)",53.74270932664617,-0.20025400487831302,0.0\nChurchdown Community Centre,Parton Road,Churchdown,,Gloucester,GL3 2JH,South West,"Churchdown, Tewkesbury, Gloucestershire, South West England, England, GL3 2JH, United Kingdom","(51.88294056769604, -2.172151736764327, 0.0)",51.88294056769604,-2.172151736764327,0.0\nCinderford Health Centre,The Health Centre,Dockham Road,,Cinderford,GL14 2AN,South West,"Cinderford, Forest of Dean, Gloucestershire, South West England, England, GL14 2AN, United Kingdom","(51.824525652945375, -2.497224055971286, 0.0)",51.824525652945375,-2.497224055971286,0.0\nCircuit Lane Surgery,53 Circuit Lane,,,Reading,RG30 3AN,South East,"Reading, South East England, England, RG30 3AN, United Kingdom","(51.44291888705762, -1.006636494836301, 0.0)",51.44291888705762,-1.006636494836301,0.0\nCirencester Hospital,Cirencester Hospital,Tetbury Road,,Cirencester,GL7 1UY,South West,"Cirencester, Cotswold, Gloucestershire, South West England, England, GL7 1UY, United Kingdom","(51.712316966520625, -1.9757384473930428, 0.0)",51.712316966520625,-1.9757384473930428,0.0\nCity Hospital - Cardiac Rehab Gym,Birmingham City Hospital,Sheldon Block Ground Floor,Dudley Road,Birmingham,B18 7QH,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B18 7QH, United Kingdom","(52.48762144952171, -1.9302766270773637, 0.0)",52.48762144952171,-1.9302766270773637,0.0\nCity Walls Medical Centre,St Martins Way,,,Chester,CH1 2NR,North West,"City of Chester, Chester, Cheshire West and Chester, North West England, England, CH1 2NR, United Kingdom","(53.191528221706974, -2.896011558237796, 0.0)",53.191528221706974,-2.896011558237796,0.0\nClair Hall,Perrymount Road,,,Haywards Heath,RH16 3DN,South East,"Haywards Heath, Mid Sussex, West Sussex, South East England, England, RH16 3DN, United Kingdom","(51.003812455362976, -0.10306458072688665, 0.0)",51.003812455362976,-0.10306458072688665,0.0\nClarendon Leisure Centre,Liverpool Street,,,Salford,M5 4HU,North West,"Salford, Greater Manchester, North West England, England, M5 4HU, United Kingdom","(53.483363595074756, -2.2845183087102043, 0.0)",53.483363595074756,-2.2845183087102043,0.0\nClay Farm,The Clay Farm Centre,Hobson Square,Hobson Avenue,Cambridge,CB2 9FN,East of England,"Cambridge, Cambridgeshire, East of England, England, CB2 9FN, United Kingdom","(52.17331518111517, 0.12237140105112079, 0.0)",52.17331518111517,0.12237140105112079,0.0\nClaypath & University Medical Group,University Health Centre,Green Lane,Old Elvet,Durham,DH1 3JU,North East and Yorkshire,"City of Durham, Durham, County Durham, North East England, England, DH1 3JU, United Kingdom","(54.773693859174685, -1.5602150925152225, 0.0)",54.773693859174685,-1.5602150925152225,0.0\nClays Practice,Victoria Road,Roche,,St. Austell,PL26 8JF,South West,"Roche, South West England, England, PL26 8JF, United Kingdom","(50.40814096666667, -4.833436566666666, 0.0)",50.40814096666667,-4.833436566666666,0.0\nClayton Brook Clinic,59-60 Tunley Holme,Bamber Bridge,Clayton Brook,Preston,PR5 8ES,North West,"Clayton-le-Woods, Clayton Green, Chorley, Lancashire, North West England, England, PR5 8ES, United Kingdom","(53.7120872632681, -2.6373639334073955, 0.0)",53.7120872632681,-2.6373639334073955,0.0\nCleadon Park Primary Care Centre,10 Prince Edward Road,,,South Shields,NE34 8PS,North East and Yorkshire,"South Tyneside, Tyne and Wear, North East England, England, NE34 8PS, United Kingdom","(54.97151911077917, -1.4153897393501942, 0.0)",54.97151911077917,-1.4153897393501942,0.0\nCliff Villages Medical Practice,Mere Road,Waddington,,Lincoln,LN5 9NX,Midlands,"Waddington, North Kesteven, Lincolnshire, East Midlands, England, LN5 9NX, United Kingdom","(53.16732883428989, -0.5367070364455022, 0.0)",53.16732883428989,-0.5367070364455022,0.0\nClifton College Preparatory School Hall,Northcote Road,Clifton,,Bristol,BS8 3HB,South West,"Bristol, City of Bristol, South West England, England, BS8 3HB, United Kingdom","(51.46351991047426, -2.620143128909156, 0.0)",51.46351991047426,-2.620143128909156,0.0\nClitheroe Health Centre,Clitheroe Health Centre,Railway View Road,,Clitheroe,BB7 2JG,North West,"Clitheroe, Ribble Valley, Lancashire, North West England, England, BB7 2JG, United Kingdom","(53.8738386, -2.3929782, 0.0)",53.8738386,-2.3929782,0.0\nClub Batchwood,Batchwood Hall,Batchwood Drive,,St. Albans,AL3 5XA,East of England,"St Michael, St Albans, Hertfordshire, East of England, England, AL3 5XA, United Kingdom","(51.76683111033482, -0.3539435785717972, 0.0)",51.76683111033482,-0.3539435785717972,0.0\nCodsall Satellite Clinic,Trinity Church,Histons Hill,Codsall,Wolverhampton,WV8 2ER,Midlands,"Codsall, South Staffordshire, Staffordshire, West Midlands, England, WV8 2ER, United Kingdom","(52.62549398326938, -2.195406028152145, 0.0)",52.62549398326938,-2.195406028152145,0.0\nColchester Primary Care Centre,Turner Road,,,Colchester,CO4 5JR,East of England,"Mile End, Colchester, Essex, East of England, England, CO4 5JR, United Kingdom","(51.90633454359572, 0.9033282250545314, 0.0)",51.90633454359572,0.9033282250545314,0.0\nColden Common,45 Spring Lane,Colden Common,,Winchester,SO21 1SB,South East,"Colden Common, Winchester, Hampshire, South East England, England, SO21 1SB, United Kingdom","(50.997642927061996, -1.3210023254777845, 0.0)",50.997642927061996,-1.3210023254777845,0.0\nCollege Way Surgery,Comeytrowe Centre,,,Taunton,TA1 4TY,South West,"Comeytrowe, Somerset West and Taunton, Somerset, South West England, England, TA1 4TY, United Kingdom","(51.00516207013601, -3.121030475414812, 0.0)",51.00516207013601,-3.121030475414812,0.0\nColne Health Centre Pharmacy,Colne Health Centre,Craddock Road,,Colne,BB8 0JZ,North West,"Colne, Pendle, Lancashire, North West England, England, BB8 0JZ, United Kingdom","(53.85636368500757, -2.1660702764169257, 0.0)",53.85636368500757,-2.1660702764169257,0.0\nCombat Stress,Audley Court,Audley Avenue,,Newport,TF10 7BP,Midlands,"Newport, Telford and Wrekin, West Midlands, England, TF10 7BP, United Kingdom","(52.76621419611776, -2.3690025395100567, 0.0)",52.76621419611776,-2.3690025395100567,0.0\nCommunity Health Centre,Moat Centre,Melbourne Road,,Leicester,LE2 0GU,Midlands,"City of Leicester, East Midlands, England, LE2 0GU, United Kingdom","(52.63408357787402, -1.113277262118915, 0.0)",52.63408357787402,-1.113277262118915,0.0\nConcord Medical Centre,Braydon Avenue,Little Stoke,,Bristol,BS34 6BQ,South West,"Stoke Gifford, South Gloucestershire, South West England, England, BS34 6BQ, United Kingdom","(51.529455495692325, -2.5548562648232473, 0.0)",51.529455495692325,-2.5548562648232473,0.0\nCongleton Town Hall,Town Hall,High Street,,Congleton,CW12 1BN,North West,"Congleton, Cheshire East, North West England, England, CW12 1BN, United Kingdom","(53.162987810244594, -2.211080930334589, 0.0)",53.162987810244594,-2.211080930334589,0.0\nConstable Country Medical Practice,Heath Road,East Bergholt,,Colchester,CO7 6RT,East of England,"East Bergholt, Babergh, Suffolk, East of England, England, CO7 6RT, United Kingdom","(51.977304340677954, 1.0262374258846034, 0.0)",51.977304340677954,1.0262374258846034,0.0\nCoquet Medical Group,Amble Health Centre,Percy Drive,Amble,Morpeth,NE65 0HD,North East and Yorkshire,"Amble By the Sea, Amble, Northumberland, North East England, England, NE65 0HD, United Kingdom","(55.33259901461981, -1.58050433599394, 0.0)",55.33259901461981,-1.58050433599394,0.0\nCornard Surgery,67 Pot Kiln Road,Great Cornard,,Sudbury,CO10 0DH,East of England,"Great Cornard, Babergh, Suffolk, East of England, England, CO10 0DH, United Kingdom","(52.03223255, 0.751753, 0.0)",52.03223255,0.751753,0.0\nCornford House Surgery,364 Cherry Hinton Road,,,Cambridge,CB1 8BA,East of England,"Cambridge, Cambridgeshire, East of England, England, CB1 8BA, United Kingdom","(52.18593741289824, 0.15711000719204077, 0.0)",52.18593741289824,0.15711000719204077,0.0\nCosham Health Centre,Cosham Health Centre,Vectis Way,Cosham,Portsmouth,PO6 3AW,South East,"Portsmouth, South East England, England, PO6 3AW, United Kingdom","(50.84386743061124, -1.0687813296707862, 0.0)",50.84386743061124,-1.0687813296707862,0.0\nCoton Centre,Comberford Road,,,Tamworth,B79 9AA,Midlands,"Wigginton and Hopwas, Lichfield, Staffordshire, West Midlands, England, B79 9AA, United Kingdom","(52.65224117193639, -1.701386098896282, 0.0)",52.65224117193639,-1.701386098896282,0.0\nCounty Oak Medical,County Oak Medical Centre,Carden Hill,,Brighton,BN1 8DD,South East,"Hollingbury, Brighton, Brighton and Hove, South East England, England, BN1 8DD, United Kingdom","(50.862197389303155, -0.12663146380763446, 0.0)",50.862197389303155,-0.12663146380763446,0.0\nCourtenay House Surgery,Courtenay House,Bancroft Court,,Hitchin,SG5 1LH,East of England,"North Hertfordshire, Hertfordshire, East of England, England, SG5 1LH, United Kingdom","(51.95152883804136, -0.277038205088798, 0.0)",51.95152883804136,-0.277038205088798,0.0\nCoventry and North Warwickshire Cricket Club,Binley Road,,,Coventry,CV3 1HB,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV3 1HB, United Kingdom","(52.40635683899073, -1.475120620364855, 0.0)",52.40635683899073,-1.475120620364855,0.0\nCOVID Vaccine Clinic (FAO Dave Laut),COVID Vaccine Clinic (FAO Dave Laut),Poole Harbour Commissioner,20 New Quay Road,Poole,BH15 4AF,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH15 4AF, United Kingdom","(50.71106416452823, -1.9944383787631585, 0.0)",50.71106416452823,-1.9944383787631585,0.0\nCranleigh Village Hall,Cranleigh Village Hall,Village Way,,Cranleigh,GU6 8AF,South East,"Cranleigh, Waverley, Surrey, South East England, England, GU6 8AF, United Kingdom","(51.13997138529691, -0.48794690069901125, 0.0)",51.13997138529691,-0.48794690069901125,0.0\nCraven Road Medical Practice,60 Craven Road,,,Leeds,LS6 2RX,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS6 2RX, United Kingdom","(53.81414614364617, -1.5473110381458244, 0.0)",53.81414614364617,-1.5473110381458244,0.0\nCringleford Surgery,The Cringleford Surgery,Cantley Lane,Cringleford,Norwich,NR4 6TA,East of England,"Cringleford, South Norfolk, Norfolk, East of England, England, NR4 6TA, United Kingdom","(52.602748988011164, 1.23646521688385, 0.0)",52.602748988011164,1.23646521688385,0.0\nCripps Medical Practice,Cripps Health Centre,University Park,,Nottingham,NG7 2QW,Midlands,"City of Nottingham, Nottinghamshire, East Midlands, England, NG7 2QW, United Kingdom","(52.942007960094, -1.1947439380737848, 0.0)",52.942007960094,-1.1947439380737848,0.0\nCrosfield Hall,Broadwater Road,,,Romsey,SO51 8GL,South East,"Romsey, Test Valley, Hampshire, South East England, England, SO51 8GL, United Kingdom","(50.9872056, -1.4967668, 0.0)",50.9872056,-1.4967668,0.0\nCrouch Vale Medical Centre,Burnham Road,South Woodham Ferrers,,Chelmsford,CM3 5QP,East of England,"South Woodham Ferrers, Chelmsford, Essex, East of England, England, CM3 5QP, United Kingdom","(51.65312456666666, 0.6052046666666667, 0.0)",51.65312456666666,0.6052046666666667,0.0\nCulm Valley Integrated Centre for Health,Willand Road,,,Cullompton,EX15 1FE,South West,"Cullompton, Mid Devon, Devon, South West England, England, EX15 1FE, United Kingdom","(50.86417730741102, -3.3927031532268863, 0.0)",50.86417730741102,-3.3927031532268863,0.0\nDacorum Locality,575-599 Maxted Road,Hemel Hempstead Industrial Estate,,Hemel Hempstead,HP2 7DX,East of England,"Maylands Business Park, Maylands, Hemel Hempstead, Dacorum, Hertfordshire, East of England, England, HP2 7DX, United Kingdom","(51.76606888830743, -0.4348723136018412, 0.0)",51.76606888830743,-0.4348723136018412,0.0\nDanbury Medical Centre,52 Maldon Road,Danbury,,Chelmsford,CM3 4QL,East of England,"Danbury, Chelmsford, Essex, East of England, England, CM3 4QL, United Kingdom","(51.71605618151085, 0.5869381957592281, 0.0)",51.71605618151085,0.5869381957592281,0.0\nDanetre Medical Practice,London Road,,,Daventry,NN11 4DY,Midlands,"Daventry, West Northamptonshire, East Midlands, England, NN11 4DY, United Kingdom","(52.25182482719077, -1.160858520592235, 0.0)",52.25182482719077,-1.160858520592235,0.0\nDarlaston HC,Pinfold Street,Darlaston,,Wednesbury,WS10 8SY,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS10 8SY, United Kingdom","(52.56616966226638, -2.036322637517859, 0.0)",52.56616966226638,-2.036322637517859,0.0\nDarnall PCC,Darnall Primary Care Centre,290 Main Road,,Sheffield,S9 4QH,North East and Yorkshire,S9 4QH,"(53.38482492696867, -1.4088502116808748, 0.0)",53.38482492696867,-1.4088502116808748,0.0\nDartford Football Club,Princes Park Stadium,Grassbanks,,Dartford,DA1 1RT,South East,"Dartford, Kent, South East England, England, DA1 1RT, United Kingdom","(51.436725809786594, 0.23084707306106783, 0.0)",51.436725809786594,0.23084707306106783,0.0\nDarwen Health Centre,James Street West,,,Darwen,BB3 1PY,North West,"Darwen, Blackburn with Darwen, North West England, England, BB3 1PY, United Kingdom","(53.69574392386528, -2.4714268081234834, 0.0)",53.69574392386528,-2.4714268081234834,0.0\nDavyhulme Medical Centre,130 Broadway,Davyhulme,Urmston,Manchester,M41 7WJ,North West,"Trafford, Greater Manchester, North West England, England, M41 7WJ, United Kingdom","(53.45948315922287, -2.3667819034472095, 0.0)",53.45948315922287,-2.3667819034472095,0.0\nDawlish Community Hospital,Barton Terrace,,,Dawlish,EX7 9QH,South West,"Dawlish, Teignbridge, Devon, South West England, England, EX7 9QH, United Kingdom","(50.58038022935253, -3.4742385210005295, 0.0)",50.58038022935253,-3.4742385210005295,0.0\nDCBL Stadium,Lower House Lane,,,Widnes,WA8 7DZ,North West,"Halton, North West England, England, WA8 7DZ, United Kingdom","(53.36572863603841, -2.738551786795136, 0.0)",53.36572863603841,-2.738551786795136,0.0\nDearne Valley Group Practice,Goldthorpe Medical Centre Lift Building,Goldthorpe Green,Goldthorpe,Rotherham,S63 9EH,North East and Yorkshire,"Barnsley, Yorkshire and the Humber, England, S63 9EH, United Kingdom","(53.528100728172305, -1.3109299961147058, 0.0)",53.528100728172305,-1.3109299961147058,0.0\nDearne Valley Leisure Centre,Doncaster Road,Denaby Main,,Mexborough,S64 0LB,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, S64 0LB, United Kingdom","(53.493465951014194, -1.2580570883875248, 0.0)",53.493465951014194,-1.2580570883875248,0.0\nDebenham Leisure Centre,Gracechurch Street,Debenham,,Stowmarket,IP14 6BL,East of England,"Debenham, Mid Suffolk, Suffolk, East of England, England, IP14 6BL, United Kingdom","(52.22313289706883, 1.1716330308371765, 0.0)",52.22313289706883,1.1716330308371765,0.0\nDelamere Medical Practice,Delamere Avenue,Stretford,,Manchester,M32 0DF,North West,"Trafford, Greater Manchester, North West England, England, M32 0DF, United Kingdom","(53.45015861073344, -2.3070537263113264, 0.0)",53.45015861073344,-2.3070537263113264,0.0\nDene Drive Primary Care Centre,Dene Drive,,,Winsford,CW7 1AT,North West,"Winsford Town Centre, Winsford, Cheshire West and Chester, North West England, England, CW7 1AT, United Kingdom","(53.1907115586785, -2.5307595109483927, 0.0)",53.1907115586785,-2.5307595109483927,0.0\nDental Suite in Eagle Bridge Health & Wellbeing Centre,Dunwoody Way,,,Crewe,CW1 3AW,North West,"Crewe, Cheshire East, North West England, England, CW1 3AW, United Kingdom","(53.098608767556016, -2.4550922075270556, 0.0)",53.098608767556016,-2.4550922075270556,0.0\nDenton Festival Hall,13 Peel Street,Denton,,Manchester,M34 3JY,North West,"Tameside, Greater Manchester, North West England, England, M34 3JY, United Kingdom","(53.456735789337344, -2.116734864133247, 0.0)",53.456735789337344,-2.116734864133247,0.0\nDerby Arena,Derby Arena - Sports Complex,Royal Way,Pride Park,Derby,DE24 8JB,Midlands,"Derby, East Midlands, England, DE24 8JB, United Kingdom","(52.91273297940897, -1.4468114033069401, 0.0)",52.91273297940897,-1.4468114033069401,0.0\nDerwent Practice,Norton Road,Norton,,Malton,YO17 9RF,North East and Yorkshire,"Norton-on-Derwent, Ryedale, North Yorkshire, Yorkshire and the Humber, England, YO17 9RF, United Kingdom","(54.13275515, -0.7976907499999999, 0.0)",54.13275515,-0.7976907499999999,0.0\nDevizes Corn Exchange,Market Place,,,Devizes,SN10 1HS,South West,"Devizes, Wiltshire, South West England, England, SN10 1HS, United Kingdom","(51.352189433989565, -1.996243750107093, 0.0)",51.352189433989565,-1.996243750107093,0.0\nDewsbury Health Centre,Wellington Road,,,Dewsbury,WF13 1HL,North East and Yorkshire,"Kirklees, West Yorkshire, Yorkshire and the Humber, England, WF13 1HL, United Kingdom","(53.690703802459396, -1.6330242318030506, 0.0)",53.690703802459396,-1.6330242318030506,0.0\nDiadem Medical Practice,2 Diadem Grove,,,Hull,HU9 4AL,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU9 4AL, United Kingdom","(53.77215954356453, -0.2679348306820336, 0.0)",53.77215954356453,-0.2679348306820336,0.0\nDidcot Civic Hall,Britwell Road,,,Didcot,OX11 7JN,South East,"Didcot, South Oxfordshire, Oxfordshire, South East England, England, OX11 7JN, United Kingdom","(51.606610448471265, -1.2485973336230296, 0.0)",51.606610448471265,-1.2485973336230296,0.0\nDigby Hall,Hound Street,,,Sherborne,DT9 3AA,South West,"Sherborne, Dorset, South West England, England, DT9 3AA, United Kingdom","(50.94851170445005, -2.5140907374509727, 0.0)",50.94851170445005,-2.5140907374509727,0.0\nDillington House,Illminster,,,Ilminster,TA19 9DT,South West,"Whitelackington, South Somerset, Somerset, South West England, England, TA19 9DT, United Kingdom","(50.93594519618416, -2.901290683311436, 0.0)",50.93594519618416,-2.901290683311436,0.0\nDoddington Hospital,Doddington Hospital,Benwick Road,Doddington,March,PE15 0UG,East of England,"Doddington, Fenland, Cambridgeshire, East of England, England, PE15 0UG, United Kingdom","(52.49956622073021, 0.055172779259787065, 0.0)",52.49956622073021,0.055172779259787065,0.0\nDore Surgery,137 Dore Road,,,Sheffield,S17 3NF,North East and Yorkshire,S17 3NF,"(53.32836739396288, -1.532736375945262, 0.0)",53.32836739396288,-1.532736375945262,0.0\nDover Health Centre,Maison Dieu Road,,,Dover,CT16 1RH,South East,"Dover, Kent, South East England, England, CT16 1RH, United Kingdom","(51.129188396043126, 1.3113468997584166, 0.0)",51.129188396043126,1.3113468997584166,0.0\nDownham Health and Leisure Centre,7-9 Moorside Road,,,Downham,BR1 5EP,London,"London Borough of Lewisham, London, Greater London, England, BR1 5EP, United Kingdom","(51.426580524344196, 0.010294096880160563, 0.0)",51.426580524344196,0.010294096880160563,0.0\nDr Azim and Partners,Grovemead Medical Centre,67 Elliot Road,,London,NW4 3EB,London,NW4 3EB,"(51.579655457651455, -0.22572929242342396, 0.0)",51.579655457651455,-0.22572929242342396,0.0\nDrayton Surgery,8 Manor Farm Close,Drayton,,Norwich,NR8 6EE,East of England,"Drayton, Broadland, Norfolk, East of England, England, NR8 6EE, United Kingdom","(52.679259650000006, 1.22614685, 0.0)",52.679259650000006,1.22614685,0.0\nDroitwich Health Centre,Droitwich Medical Centre,Ombersley Street,,Droitwich,WR9 8RD,Midlands,"Droitwich Spa, Wychavon, Worcestershire, West Midlands, England, WR9 8RD, United Kingdom","(52.266877190389124, -2.153493486105011, 0.0)",52.266877190389124,-2.153493486105011,0.0\nDumbelton Medical Centre,Chapman Way,Eynesbury,,St. Neots,PE19 2HD,East of England,"Eynesbury, St Neots, Cambridgeshire, East of England, England, PE19 2HD, United Kingdom","(52.212669172499695, -0.2704444941057715, 0.0)",52.212669172499695,-0.2704444941057715,0.0\nDunstan Village,Earle Road Medical Centre,131 Earle Road,,Liverpool,L7 6HD,North West,"Liverpool, North West England, England, L7 6HD, United Kingdom","(53.39887562810142, -2.9430159506761444, 0.0)",53.39887562810142,-2.9430159506761444,0.0\nDurrington Health Centre,Durrington Lane,,,Worthing,BN13 2RX,South East,"Worthing, West Sussex, South East England, England, BN13 2RX, United Kingdom","(50.830481758741456, -0.4131874174710751, 0.0)",50.830481758741456,-0.4131874174710751,0.0\nEaling Town Hall,Town Hall,New Broadway,,London,W5 2BY,London,"London Borough of Ealing, London, Greater London, England, W5 2BY, United Kingdom","(51.513328093074314, -0.30728445429076234, 0.0)",51.513328093074314,-0.30728445429076234,0.0\nEarls Court Health and Wellbeing Centre,2b Hogarth Road,,,London,SW5 0PT,London,"Royal Borough of Kensington and Chelsea, London, Greater London, England, SW5 0PT, United Kingdom","(51.492821815221994, -0.1925416483312598, 0.0)",51.492821815221994,-0.1925416483312598,0.0\nEast Barnwell Health Centre,Ditton Lane,,,Cambridge,CB5 8SP,East of England,"Cambridge, Cambridgeshire, East of England, England, CB5 8SP, United Kingdom","(52.213981378481236, 0.16724971840445463, 0.0)",52.213981378481236,0.16724971840445463,0.0\nEast Hull Family Practice,Morrill Street Health Centre,Morrill Street,,Hull,HU9 2LJ,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU9 2LJ, United Kingdom","(53.755107487741, -0.30839055610193156, 0.0)",53.755107487741,-0.30839055610193156,0.0\nEast Leeds Health Centre,78 Osmondthorpe Lane,,,Leeds,LS9 9EF,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS9 9EF, United Kingdom","(53.798480891305196, -1.4987148349329429, 0.0)",53.798480891305196,-1.4987148349329429,0.0\nEast Oxford Health Centre,2 Manzil Way,,,Oxford,OX4 1GE,South East,"Oxford, Oxfordshire, South East England, England, OX4 1GE, United Kingdom","(51.74725255426028, -1.2326082527753282, 0.0)",51.74725255426028,-1.2326082527753282,0.0\nEast Park Medical Centre,5-7 East Park Road,,,Leeds,LS9 9JD,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS9 9JD, United Kingdom","(53.794184857877866, -1.5179940106888894, 0.0)",53.794184857877866,-1.5179940106888894,0.0\nEast Trees Health Centre,100a Fishponds Road,Eastville,,Bristol,BS5 6SA,South West,"Bristol, City of Bristol, South West England, England, BS5 6SA, United Kingdom","(51.47021915394227, -2.5634047906553503, 0.0)",51.47021915394227,-2.5634047906553503,0.0\nEast Way Clinic,East Way,,,Bournemouth,BH8 9PU,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH8 9PU, United Kingdom","(50.7476668807345, -1.8592284184508014, 0.0)",50.7476668807345,-1.8592284184508014,0.0\nEastney Health Centre,Eastney Health Centre,Highland Road,Eastney,Southsea,PO4 9HU,South East,"Portsmouth, South East England, England, PO4 9HU, United Kingdom","(50.78678050511089, -1.0597015122312576, 0.0)",50.78678050511089,-1.0597015122312576,0.0\nEccles Recreation / Leisure Centre,Barton Lane,Eccles,,Manchester,M30 0DD,North West,"Salford, Greater Manchester, North West England, England, M30 0DD, United Kingdom","(53.48190934844656, -2.3389717686945346, 0.0)",53.48190934844656,-2.3389717686945346,0.0\nEldon Square Surgery,9 Eldon Square,,,Reading,RG1 4DT,South East,"Reading, South East England, England, RG1 4DT, United Kingdom","(51.45239112629559, -0.9580316551356673, 0.0)",51.45239112629559,-0.9580316551356673,0.0\nElizabethan Suite Bury Town Hall,Knowsley Street,,,Bury,BL9 0SW,North West,"Bury, Greater Manchester, North West England, England, BL9 0SW, United Kingdom","(53.590172292972255, -2.299991147792269, 0.0)",53.590172292972255,-2.299991147792269,0.0\nEllesmere Port Civic Hall,Civic Hall,Civic Way,,Ellesmere Port,CH65 0AZ,North West,"Ellesmere Port, Cheshire West and Chester, North West England, England, CH65 0AZ, United Kingdom","(53.27737651098442, -2.9031929694222267, 0.0)",53.27737651098442,-2.9031929694222267,0.0\n"Emmanuel Church Hall, Billericay",Laindon Road,,,Billericay,CM12 9LD,East of England,"Billericay, Basildon, Essex, East of England, England, CM12 9LD, United Kingdom","(51.6187416, 0.4159349, 0.0)",51.6187416,0.4159349,0.0\nEmmer Green Surgery,4 St. Barnabas Road,Emmer Green,,Reading,RG4 8RA,South East,"Reading, South East England, England, RG4 8RA, United Kingdom","(51.48357221575588, -0.9728052264516872, 0.0)",51.48357221575588,-0.9728052264516872,0.0\nEmsworth Baptist Church,North Street,,,Emsworth,PO10 7BY,South East,"Emsworth, Havant, Hampshire, South East England, England, PO10 7BY, United Kingdom","(50.84882866015742, -0.9368735016227303, 0.0)",50.84882866015742,-0.9368735016227303,0.0\nEnglish Riviera Centre,Chestnut Avenue,,,Torquay,TQ2 5LZ,South West,"Torbay, South West England, England, TQ2 5LZ, United Kingdom","(50.46455931034687, -3.538835975133618, 0.0)",50.46455931034687,-3.538835975133618,0.0\nEnki Medical,Orsborn House,55 Terrace Road,,Birmingham,B19 1BP,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B19 1BP, United Kingdom","(52.50125877002913, -1.9214338310671768, 0.0)",52.50125877002913,-1.9214338310671768,0.0\nErdington Medical Centre,103 Wood End Road,Erdington,,Birmingham,B24 8NT,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B24 8NT, United Kingdom","(52.518120638551416, -1.8416581781413637, 0.0)",52.518120638551416,-1.8416581781413637,0.0\nErith Health Centre,50 Pier Road,,,Erith,DA8 1RQ,London,"London Borough of Bexley, London, Greater London, England, DA8 1RQ, United Kingdom","(51.47956656906727, 0.18077282524200733, 0.0)",51.47956656906727,0.18077282524200733,0.0\nEssex House Surgery,Essex House Surgery,Station Road,Barnes,London,SW13 0LW,London,"London Borough of Richmond upon Thames, London, Greater London, England, SW13 0LW, United Kingdom","(51.472566803166764, -0.2473946207547456, 0.0)",51.472566803166764,-0.2473946207547456,0.0\nEssex Lodge,Greengate Street,Plaistow,,London,E13 0AS,London,"London Borough of Newham, London, Greater London, England, E13 0AS, United Kingdom","(51.52862937398693, 0.025982857701860186, 0.0)",51.52862937398693,0.025982857701860186,0.0\nEstuary View Medical Centre,Estuary View Medical Centre,25 Boorman Way,,Whitstable,CT5 3SE,South East,"Estuary View, Mariner\'s View, Whitstable, Canterbury, Kent, South East England, England, CT5 3SE, United Kingdom","(51.34103308373714, 1.0128021025597185, 0.0)",51.34103308373714,1.0128021025597185,0.0\nEtchingham Village Hall,Parsonage Croft,,,Etchingham,TN19 7BY,South East,"Etchingham, Rother, East Sussex, South East England, England, TN19 7BY, United Kingdom","(51.00764409736936, 0.4294641940731552, 0.0)",51.00764409736936,0.4294641940731552,0.0\nEvergreen Surgery,1 Smythe Close,,,London,N9 0TW,London,"London Borough of Enfield, London, Greater London, England, N9 0TW, United Kingdom","(51.6237762, -0.0603112, 0.0)",51.6237762,-0.0603112,0.0\nExminster Limes Surgery,Church Stile,Exminster,,Exeter,EX6 8DF,South West,"Exminster, Teignbridge, Devon, South West England, England, EX6 8DF, United Kingdom","(50.67914226335842, -3.493756627728454, 0.0)",50.67914226335842,-3.493756627728454,0.0\nExmouth Tennis Centre,Withycombe Village Road,,,Exmouth,EX8 3AE,South West,"Exmouth, East Devon, Devon, South West England, England, EX8 3AE, United Kingdom","(50.62792307005996, -3.4035241879368816, 0.0)",50.62792307005996,-3.4035241879368816,0.0\nFairhill Medical Practice,The Medical Centre,Kingston University,Grove Crescent,Kingston Upon Thames,KT1 2EE,London,"Royal Borough of Kingston upon Thames, London, Greater London, England, KT1 2EE, United Kingdom","(51.40320888404509, -0.3031274872234001, 0.0)",51.40320888404509,-0.3031274872234001,0.0\nFairlawns,621 Middlewood Road,,,Sheffield,S6 1TT,North East and Yorkshire,"Bradfield CP, Sheffield, Yorkshire and the Humber, England, S6 1TT, United Kingdom","(53.418957667503136, -1.5152683998057719, 0.0)",53.418957667503136,-1.5152683998057719,0.0\nFakenham Medical Practice,Meditrina Park,Trinity Road,,Fakenham,NR21 8SY,East of England,"Fakenham, North Norfolk, Norfolk, East of England, England, NR21 8SY, United Kingdom","(52.83934470284058, 0.867515109364004, 0.0)",52.83934470284058,0.867515109364004,0.0\nFalkland Surgery,Falkland Way,Bradwell,,Great Yarmouth,NR31 8RW,East of England,"Bradwell, Great Yarmouth, Norfolk, East of England, England, NR31 8RW, United Kingdom","(52.57332321531582, 1.7024020745795554, 0.0)",52.57332321531582,1.7024020745795554,0.0\nFalmouth Health Centre,Falmouth Health Centre,Trevaylor Road,,Falmouth,TR11 2LH,South West,"Falmouth, South West England, England, TR11 2LH, United Kingdom","(50.156398175733635, -5.086019546015249, 0.0)",50.156398175733635,-5.086019546015249,0.0\nFareham Community Hospital -  Entry via road,Brook Lane,Sarisbury Green,,Fareham,SO31 7DQ,South East,"Fareham, Hampshire, South East England, England, SO31 7DQ, United Kingdom","(50.87058615577782, -1.2749321513085914, 0.0)",50.87058615577782,-1.2749321513085914,0.0\nFarnham Centre for Health,Farnham Centre for Health,Hale Road,,Farnham,GU9 9QS,South East,"Farnham, Waverley, Surrey, South East England, England, GU9 9QS, United Kingdom","(51.22075798570503, -0.7843770597230039, 0.0)",51.22075798570503,-0.7843770597230039,0.0\nFaversham Health Centre,The Faversham Health Centre,Bank Street,,Faversham,ME13 8QR,South East,"Faversham, Swale, Kent, South East England, England, ME13 8QR, United Kingdom","(51.31457663765494, 0.889043566064081, 0.0)",51.31457663765494,0.889043566064081,0.0\nFeethams House,Feethams,,,Darlington,DL1 5RD,North East and Yorkshire,"Darlington, North East England, England, DL1 5RD, United Kingdom","(54.52212531275573, -1.5541647842942472, 0.0)",54.52212531275573,-1.5541647842942472,0.0\nFeilding Palmer Hospital,Gilmorton Road,,,Lutterworth,LE17 4DZ,Midlands,"Lutterworth, Harborough, Leicestershire, East Midlands, England, LE17 4DZ, United Kingdom","(52.45781346844274, -1.197670327404459, 0.0)",52.45781346844274,-1.197670327404459,0.0\nFeldon Lane Medical Practice,Feldon Lane,,,Halesowen,B62 9DR,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, B62 9DR, United Kingdom","(52.467289118680405, -2.028549732378744, 0.0)",52.467289118680405,-2.028549732378744,0.0\nFelling Vaccination Centre,58 High Street,Felling,,Gateshead,NE10 9LT,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE10 9LT, United Kingdom","(54.95151189005162, -1.570122141541009, 0.0)",54.95151189005162,-1.570122141541009,0.0\nFeltham Assembly Hall,Hounslow Road,,,Feltham,TW14 9DN,London,"London Borough of Hounslow, London, Greater London, England, TW14 9DN, United Kingdom","(51.4516154209476, -0.40688817306768577, 0.0)",51.4516154209476,-0.40688817306768577,0.0\nFern House Surgery,Fern House,125-129 Newland Street,,Witham,CM8 1BH,East of England,"Witham, Braintree, Essex, East of England, England, CM8 1BH, United Kingdom","(51.79747691290591, 0.6375462895178529, 0.0)",51.79747691290591,0.6375462895178529,0.0\nFields New Road Primary Care Centre,Fields New Road P-Care Ctr,Fields New Road,Chadderton,Oldham,OL9 8NH,North West,"Oldham, Greater Manchester, North West England, England, OL9 8NH, United Kingdom","(53.53320514288445, -2.145067555628817, 0.0)",53.53320514288445,-2.145067555628817,0.0\nFiley Surgery,Station Avenue,,,Filey,YO14 9AE,North East and Yorkshire,"Filey, Scarborough, North Yorkshire, Yorkshire and the Humber, England, YO14 9AE, United Kingdom","(54.20983030572603, -0.291598017186659, 0.0)",54.20983030572603,-0.291598017186659,0.0\nFishponds Family Practice,Beechwood Road,Fishponds,,Bristol,BS16 3TD,South West,"Bristol, City of Bristol, South West England, England, BS16 3TD, United Kingdom","(51.47981688297897, -2.5268297565794597, 0.0)",51.47981688297897,-2.5268297565794597,0.0\nFitznells Surgery,2 Chessington Road,Ewell,,Epsom,KT17 1TF,South East,"Epsom and Ewell, Surrey, South East England, England, KT17 1TF, United Kingdom","(51.351991, -0.2521384, 0.0)",51.351991,-0.2521384,0.0\nFlagg Court Health Centre,Flagg Court,Dale Street,,South Shields,NE33 2LS,North East and Yorkshire,"South Tyneside, Tyne and Wear, North East England, England, NE33 2LS, United Kingdom","(54.99895969119382, -1.426400968326073, 0.0)",54.99895969119382,-1.426400968326073,0.0\nFlatt Walks Health Centre,Flatt Walks Health Centre,Castle Mews,,Whitehaven,CA28 7QE,North East and Yorkshire,"Whitehaven, Copeland, Cumbria, North West England, England, CA28 7QE, United Kingdom","(54.54474535650552, -3.586634757389075, 0.0)",54.54474535650552,-3.586634757389075,0.0\nFolkestone Civic Centre,Civic Centre,Castle Hill Avenue,,Folkestone,CT20 2QY,South East,"Folkestone, Folkestone and Hythe, Kent, South East England, England, CT20 2QY, United Kingdom","(51.07940652577341, 1.1693530873170759, 0.0)",51.07940652577341,1.1693530873170759,0.0\nFordingbridge Hospital,Bartons Road,,,Fordingbridge,SP6 1DJ,South East,"Fordingbridge, New Forest, Hampshire, South East England, England, SP6 1DJ, United Kingdom","(50.92701916821234, -1.8050472521857703, 0.0)",50.92701916821234,-1.8050472521857703,0.0\nForest Recreation Ground,Gregory Boulevard,,,Nottingham,NG7 6LB,Midlands,"City of Nottingham, Nottinghamshire, East Midlands, England, NG7 6LB, United Kingdom","(52.96805051666564, -1.1574817827780783, 0.0)",52.96805051666564,-1.1574817827780783,0.0\nForest Surgery,60 Forest Road,,,Bordon,GU35 0BP,South East,"Whitehill, East Hampshire, Hampshire, South East England, England, GU35 0BP, United Kingdom","(51.10912933097855, -0.86060351885867, 0.0)",51.10912933097855,-0.86060351885867,0.0\nForrester Street Surgery,1 Forrester Street,,,Walsall,WS2 9PL,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS2 9PL, United Kingdom","(52.584482181025145, -1.995526172926698, 0.0)",52.584482181025145,-1.995526172926698,0.0\nFosse Medical Centre,Fosse Medical Centre,334 Fosse Road North,,Leicester,LE3 5RR,Midlands,"City of Leicester, East Midlands, England, LE3 5RR, United Kingdom","(52.63670716307857, -1.1521531073481008, 0.0)",52.63670716307857,-1.1521531073481008,0.0\nFranklin Hall Spilsby,Town Hall,Halton Road,,Spilsby,PE23 5LA,Midlands,"Spilsby, East Lindsey, Lincolnshire, East Midlands, England, PE23 5LA, United Kingdom","(53.17229954109109, 0.09913609980814522, 0.0)",53.17229954109109,0.09913609980814522,0.0\nFrodsham Leisure Centre,Frodsham Leisure Centre,Princeway,,Frodsham,WA6 6RX,North West,"Frodsham, Cheshire West and Chester, North West England, England, WA6 6RX, United Kingdom","(53.293029426677045, -2.7268796743137353, 0.0)",53.293029426677045,-2.7268796743137353,0.0\nFrome Medical Centre,Enos Way,,,Frome,BA11 2FH,South West,"Frome, Mendip, Somerset, South West England, England, BA11 2FH, United Kingdom","(51.237251923290806, -2.3114099328437696, 0.0)",51.237251923290806,-2.3114099328437696,0.0\nFryatt Hospital,419 Main Road,,,Harwich,CO12 4EX,East of England,"Harwich, Parkeston, Tendring, Essex, East of England, England, CO12 4EX, United Kingdom","(51.93369713912127, 1.2609164639573673, 0.0)",51.93369713912127,1.2609164639573673,0.0\nFullwell Cross Medical Centre,1 Tomswood Hill,Barkingside,,Ilford,IG6 2HG,London,"London Borough of Redbridge, London, Greater London, England, IG6 2HG, United Kingdom","(51.59462114923303, 0.08378226152081016, 0.0)",51.59462114923303,0.08378226152081016,0.0\nFurlong Medical Centre,Furlong Road,,,Stoke-on-Trent,ST6 5UD,Midlands,"Stoke-on-Trent, West Midlands, England, ST6 5UD, United Kingdom","(53.06332496463308, -2.2081393047975895, 0.0)",53.06332496463308,-2.2081393047975895,0.0\nGamston Community Hall,Gamston District Centre,Gamston,,Nottingham,NG2 6PS,Midlands,"Rushcliffe, Nottinghamshire, East Midlands, England, NG2 6PS, United Kingdom","(52.92432312669087, -1.1012165944316958, 0.0)",52.92432312669087,-1.1012165944316958,0.0\nGarstang Medical Practice,Garstang Medical Centre,Kepple Lane,Garstang,Preston,PR3 1PB,North West,"Garstang, Wyre, Lancashire, North West England, England, PR3 1PB, United Kingdom","(53.89713107832335, -2.780957641872554, 0.0)",53.89713107832335,-2.780957641872554,0.0\nGateway House,Gargrace Road,,,Skipton,BD23 1UD,North East and Yorkshire,"Stirton with Thorlby, Craven, North Yorkshire, Yorkshire and the Humber, England, BD23 1UD, United Kingdom","(53.96448183849481, -2.042034356713645, 0.0)",53.96448183849481,-2.042034356713645,0.0\nGeoffrey Street Health Centre,Geoffrey Street,,,Preston,PR1 5NE,North West,"Preston, Lancashire, North West England, England, PR1 5NE, United Kingdom","(53.762766628154885, -2.6798711064152063, 0.0)",53.762766628154885,-2.6798711064152063,0.0\nGeorge Hurd Centre,Audley Way,,,Basildon,SS14 2FL,East of England,"Basildon, Essex, East of England, England, SS14 2FL, United Kingdom","(51.5728156308054, 0.46115609831034, 0.0)",51.5728156308054,0.46115609831034,0.0\nGeorge Lawton Hall,Stamford Street,Mossley,Ashton-Under -Lyne,Greater Manchester,OL5 0HR,North West,"Mossley, Carrbrook, Tameside, Greater Manchester, North West England, England, OL5 0HR, United Kingdom","(53.51893005560969, -2.046066728041874, 0.0)",53.51893005560969,-2.046066728041874,0.0\nGlenside Medical Centre,Glenside Rise,Plympton,,Plymouth,PL7 4DR,South West,"Plymouth, South West England, England, PL7 4DR, United Kingdom","(50.39237964900752, -4.048964931012657, 0.0)",50.39237964900752,-4.048964931012657,0.0\nG-Live,London Road,,,Guildford,GU1 2AA,South East,"Guildford, Surrey, South East England, England, GU1 2AA, United Kingdom","(51.23913392699705, -0.5653139335463414, 0.0)",51.23913392699705,-0.5653139335463414,0.0\nGlossop Cricket & Bowling Club,North Road,,,Glossop,SK13 7AS,North West,"High Peak, Derbyshire, East Midlands, England, SK13 7AS, United Kingdom","(53.4465186328118, -1.951856684317736, 0.0)",53.4465186328118,-1.951856684317736,0.0\nGolborne Parkside Sports & Community Club,Hugo Johnson Playing Fields,Rivington Avenue,Golborne,Warrington,WA3 3HG,North West,"Wigan, Greater Manchester, North West England, England, WA3 3HG, United Kingdom","(53.47926580672541, -2.5838854690491324, 0.0)",53.47926580672541,-2.5838854690491324,0.0\nGorton Street Medical Practice,51 Gorton Street,,,Blackpool,FY1 3JW,North West,"Blackpool, North West England, England, FY1 3JW, United Kingdom","(53.8212834, -3.0425209, 0.0)",53.8212834,-3.0425209,0.0\nGosbury Hill Surgery,Gosbury Hill,,,Chessington,KT9 1BT,London,"Royal Borough of Kingston upon Thames, London, Greater London, England, KT9 1BT, United Kingdom","(51.36856306764182, -0.301350555184689, 0.0)",51.36856306764182,-0.301350555184689,0.0\nGrange Park Primary Care Centre,Wilks Walk,Grange Park,,Northampton,NN4 5DW,Midlands,"Grange Park, West Northamptonshire, East Midlands, England, NN4 5DW, United Kingdom","(52.18958061111111, -0.8875382666666667, 0.0)",52.18958061111111,-0.8875382666666667,0.0\nGranta Medical Practices,Sawston Medical Centre,London Road,Sawston,Cambridge,CB22 3HU,East of England,"Sawston, South Cambridgeshire, Cambridgeshire, East of England, England, CB22 3HU, United Kingdom","(52.11537615764098, 0.16975282592943527, 0.0)",52.11537615764098,0.16975282592943527,0.0\nGreenridge Surgery,671 Yardley Wood Road,,,Birmingham,B13 0HN,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B13 0HN, United Kingdom","(52.428226431200926, -1.8710828753370023, 0.0)",52.428226431200926,-1.8710828753370023,0.0\nGreensands Branch Surgery (Loose),1 Boughton Lane,Loose,,Maidstone,ME15 9QN,South East,"Maidstone, Kent, South East England, England, ME15 9QN, United Kingdom","(51.25108623064145, 0.5285592887823765, 0.0)",51.25108623064145,0.5285592887823765,0.0\nGrimsbury Community Centre,4 Burchester Place,,,Banbury,OX16 3WT,South East,"Banbury, Cherwell, Oxfordshire, South East England, England, OX16 3WT, United Kingdom","(52.0671387, -1.3201637499999999, 0.0)",52.0671387,-1.3201637499999999,0.0\nGrindon Lane Primary Care Centre,Grindon Lane,,,Sunderland,SR3 4EN,North East and Yorkshire,"Sunderland, North East England, England, SR3 4EN, United Kingdom","(54.88687521105813, -1.4316156319283484, 0.0)",54.88687521105813,-1.4316156319283484,0.0\nGurney Surgery,40 Fishergate,,,Norwich,NR3 1SE,East of England,"Norwich, Norfolk, East of England, England, NR3 1SE, United Kingdom","(52.6339728482946, 1.2983029060731917, 0.0)",52.6339728482946,1.2983029060731917,0.0\nGuru Nanak Gurdwara,84 Ford End Road,,,Bedford,MK40 4JX,East of England,"Bedford, East of England, England, MK40 4JX, United Kingdom","(52.131068067008975, -0.48551829474093516, 0.0)",52.131068067008975,-0.48551829474093516,0.0\nH&M Building,17-18 The Heart,,,Walton-On-Thames,KT12 1GH,South East,"Walton-on-Thames, Elmbridge, Surrey, South East England, England, KT12 1GH, United Kingdom","(51.38511603819085, -0.4201061704074656, 0.0)",51.38511603819085,-0.4201061704074656,0.0\nHadleigh Health Centre,Market Place,Hadleigh,,Ipswich,IP7 5DN,East of England,"Hadleigh, Babergh, Suffolk, East of England, England, IP7 5DN, United Kingdom","(52.042983847272204, 0.9530501217461953, 0.0)",52.042983847272204,0.9530501217461953,0.0\nHall Green HC,979 Stratford Road,Hall Green,,Birmingham,B28 8BG,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B28 8BG, United Kingdom","(52.44059845812773, -1.8495928005958382, 0.0)",52.44059845812773,-1.8495928005958382,0.0\nHalo Leisure Centre,Bridge Street Sports Centre,Bridge Street,,Leominster,HR6 8EA,Midlands,"Leominster, Herefordshire, West Midlands, England, HR6 8EA, United Kingdom","(52.234171620842886, -2.744039804142511, 0.0)",52.234171620842886,-2.744039804142511,0.0\nHalsey Hall,Walnut Tree House,Turners Hill,Cheshunt,Waltham Cross,EN8 8NJ,East of England,"Broxbourne, Hertfordshire, East of England, England, EN8 8NJ, United Kingdom","(51.70005763759434, -0.03454539833582513, 0.0)",51.70005763759434,-0.03454539833582513,0.0\nHampshire Court Hotel,Centre Drive,Chineham,,Basingstoke,RG24 8FY,South East,"Chineham, Basingstoke and Deane, Hampshire, South East England, England, RG24 8FY, United Kingdom","(51.28384512093109, -1.0573184677844694, 0.0)",51.28384512093109,-1.0573184677844694,0.0\nHampton Wick Surgery,Tudor House,26 Upper Teddington Road,,Kingston Upon Thames,KT1 4DY,London,"London Borough of Richmond upon Thames, London, Greater London, England, KT1 4DY, United Kingdom","(51.41559244240687, -0.31308290866091126, 0.0)",51.41559244240687,-0.31308290866091126,0.0\nHanley Health Centre,Hanley Health Centre,Upper Huntbach Street,,Stoke-on-Trent,ST1 2BN,Midlands,"Stoke-on-Trent, West Midlands, England, ST1 2BN, United Kingdom","(53.02721957311866, -2.1704997557337653, 0.0)",53.02721957311866,-2.1704997557337653,0.0\nHanley Primary Care Centre,51 Hanley Road,Islington,,London,N4 3DU,London,"London Borough of Islington, London, Greater London, England, N4 3DU, United Kingdom","(51.56795116776603, -0.12083681438982248, 0.0)",51.56795116776603,-0.12083681438982248,0.0\nHants Lane Clinic,Hants Lane,,,Ormskirk,L39 1PX,North West,"West Lancashire, Lancashire, North West England, England, L39 1PX, United Kingdom","(53.5701869675127, -2.8861951728116737, 0.0)",53.5701869675127,-2.8861951728116737,0.0\nHarborne Medical Practice,4 York Street,Harborne,,Birmingham,B17 0HG,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B17 0HG, United Kingdom","(52.458608132888365, -1.9463078447334625, 0.0)",52.458608132888365,-1.9463078447334625,0.0\nHarborough Field Surgery,160 Newton Road,,,Rushden,NN10 0GP,Midlands,"Rushden, North Northamptonshire, East Midlands, England, NN10 0GP, United Kingdom","(52.28636763333333, -0.5820074666666667, 0.0)",52.28636763333333,-0.5820074666666667,0.0\nHarbour Community Centre,The Crumbles,Pevensey Bay Road,,Eastbourne,BN23 6JH,South East,"Sovereign Harbour Village Retail Park, Eastbourne, East Sussex, South East England, England, BN23 6JH, United Kingdom","(50.79528601111617, 0.3229897768392131, 0.0)",50.79528601111617,0.3229897768392131,0.0\nHarlequin Surgery,160 Shard End Crescent,,,Birmingham,B34 7BP,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B34 7BP, United Kingdom","(52.495553593674686, -1.7779184405127015, 0.0)",52.495553593674686,-1.7779184405127015,0.0\nHarpenden Public Halls,Southdown Road,,,Harpenden,AL5 1TE,East of England,"Harpenden, St Albans, Hertfordshire, East of England, England, AL5 1TE, United Kingdom","(51.814114441779026, -0.3535308677438376, 0.0)",51.814114441779026,-0.3535308677438376,0.0\nHartlepool Town Hall,Town Hall,Raby Road,,Hartlepool,TS24 8AH,North East and Yorkshire,"Hartlepool, North East England, England, TS24 8AH, United Kingdom","(54.68634775957339, -1.2137974045299602, 0.0)",54.68634775957339,-1.2137974045299602,0.0\nHastings House Medical Centre,Rivers Way,Wellesbourne,,Warwick,CV35 9RH,Midlands,"Wellesbourne CP, Stratford-on-Avon, Warwickshire, West Midlands, England, CV35 9RH, United Kingdom","(52.19632534657141, -1.5938200277660846, 0.0)",52.19632534657141,-1.5938200277660846,0.0\nHaxby Health Centre,Haxby & Wigginton Health Centre,2 The Village,Wigginton,York,YO32 2LL,North East and Yorkshire,"Wigginton, York, Yorkshire and the Humber, England, YO32 2LL, United Kingdom","(54.01951024171152, -1.08206639568815, 0.0)",54.01951024171152,-1.08206639568815,0.0\nHayling Island Health Centre,Elm Grove,Mengham,,Hayling Island,PO11 9AP,South East,"Havant, Hampshire, South East England, England, PO11 9AP, United Kingdom","(50.7896973, -0.9763361, 0.0)",50.7896973,-0.9763361,0.0\nHaynes Motor Museum,Sparkford,,,Yeovil,BA22 7LH,South West,"Sparkford, South Somerset, Somerset, South West England, England, BA22 7LH, United Kingdom","(51.04106602628805, -2.5590467852060543, 0.0)",51.04106602628805,-2.5590467852060543,0.0\nHazel Grove Baptist Church,Station Street,Hazel Grove,,Stockport,SK7 4EX,North West,"Stockport, Greater Manchester, North West England, England, SK7 4EX, United Kingdom","(53.378179445997304, -2.1222466662290884, 0.0)",53.378179445997304,-2.1222466662290884,0.0\nHazelwood Practice,27 Parkfield Road,Coleshill,,Birmingham,B46 3LD,Midlands,"Coleshill CP, North Warwickshire, Warwickshire, West Midlands, England, B46 3LD, United Kingdom","(52.499132648080575, -1.708180323156566, 0.0)",52.499132648080575,-1.708180323156566,0.0\nHeadcorn Aerodrome,Headcorn Aerodrome,Headcorn,Ashford,Kent,TN27 9HX,South East,"Headcorn, Maidstone, Kent, South East England, England, TN27 9HX, United Kingdom","(51.154064389322485, 0.6454687805578162, 0.0)",51.154064389322485,0.6454687805578162,0.0\nHeald Green Village Hall,Outwood Road,Heald Green,,Cheadle,SK8 3JL,North West,"Stockport, Greater Manchester, North West England, England, SK8 3JL, United Kingdom","(53.36748544230919, -2.2300742303809735, 0.0)",53.36748544230919,-2.2300742303809735,0.0\n"Health Innovation Campus, Lancaster University",University House,Bailrigg,,Lancaster,LA1 4YW,North West,"Lancaster, Lancashire, North West England, England, LA1 4YW, United Kingdom","(54.00928210732549, -2.785205550955637, 0.0)",54.00928210732549,-2.785205550955637,0.0\nHeart of Hounslow Centre for Health,92 Bath Road,,,Hounslow,TW3 3LN,London,"London Borough of Hounslow, London, Greater London, England, TW3 3LN, United Kingdom","(51.46813374554069, -0.371760490201035, 0.0)",51.46813374554069,-0.371760490201035,0.0\nHeath Lane Surgery,Westfield Avenue,Earl Shilton,,Leicester,LE9 7RT,Midlands,"Earl Shilton, Hinckley and Bosworth, Leicestershire, East Midlands, England, LE9 7RT, United Kingdom","(52.57786578940589, -1.3222141209858491, 0.0)",52.57786578940589,-1.3222141209858491,0.0\nHeather House Day Centre,Heather House Day Centre,Avenue of Remembrance,,Sittingbourne,ME10 4NN,South East,"Swale, Kent, South East England, England, ME10 4NN, United Kingdom","(51.33828128957457, 0.7349526138266981, 0.0)",51.33828128957457,0.7349526138266981,0.0\nHeatherview Medical Centre,2 Alder Hills Industrial Estate,Alder Park,,Poole,BH12 4AY,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH12 4AY, United Kingdom","(50.740092675643034, -1.9113020375704395, 0.0)",50.740092675643034,-1.9113020375704395,0.0\nHelston Medical Centre,Trelawney Road,,,Helston,TR13 8AU,South West,"Helston, South West England, England, TR13 8AU, United Kingdom","(50.0995922520266, -5.270081244139074, 0.0)",50.0995922520266,-5.270081244139074,0.0\nHenfield Medical Centre,Deer Park,,,Henfield,BN5 9JQ,South East,"Henfield, Horsham, West Sussex, South East England, England, BN5 9JQ, United Kingdom","(50.936718346244334, -0.27626959643645965, 0.0)",50.936718346244334,-0.27626959643645965,0.0\nHertford Theatre,The Wash,,,Hertford,SG14 1PS,East of England,"Hertford, East Hertfordshire, Hertfordshire, East of England, England, SG14 1PS, United Kingdom","(51.79629742319638, -0.07978249142977213, 0.0)",51.79629742319638,-0.07978249142977213,0.0\nHetherington Group Practice,18 Hetherington Road,,,London,SW4 7NU,London,"London Borough of Lambeth, London, Greater London, England, SW4 7NU, United Kingdom","(51.46093246739428, -0.12823027090007055, 0.0)",51.46093246739428,-0.12823027090007055,0.0\n"Highlands Surgery, Branch Site",1446 London Road,,,Leigh-on-Sea,SS9 2UT,East of England,"Leigh-on-Sea, Southend-on-Sea, East of England, England, SS9 2UT, United Kingdom","(51.54796898182553, 0.6341349324293899, 0.0)",51.54796898182553,0.6341349324293899,0.0\nHillfoot,126 Owlcotes Road,,,Pudsey,LS28 7QR,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS28 7QR, United Kingdom","(53.7998529300176, -1.6874166648421187, 0.0)",53.7998529300176,-1.6874166648421187,0.0\nHinckley Leisure Centre,Argents Mead,,,Hinckley,LE10 1BZ,Midlands,,,,,\nHindu Temple,Apple Tree Centre,Ilfield Avenue,,Crawley,RH11 0AF,South East,"Crawley, West Sussex, South East England, England, RH11 0AF, United Kingdom","(51.13017441920981, -0.21082376579502243, 0.0)",51.13017441920981,-0.21082376579502243,0.0\nHolbrooks Health Team,71-77 Wheelwright Lane,,,Coventry,CV6 4HN,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV6 4HN, United Kingdom","(52.44887358155176, -1.511370851320297, 0.0)",52.44887358155176,-1.511370851320297,0.0\nHolme Valley Memorial Hospital,Holme Valley Memorial Hospital,Huddersfield Road,,Holmfirth,HD9 3TS,North East and Yorkshire,"Holme Valley, Holmfirth, Kirklees, West Yorkshire, Yorkshire and the Humber, England, HD9 3TS, United Kingdom","(53.57871024270213, -1.78455018001214, 0.0)",53.57871024270213,-1.78455018001214,0.0\nHolmhurst Surgery,12 Thornton Side,Watercolour,,Redhill,RH1 2NP,South East,"Merstham, Reigate and Banstead, Surrey, South East England, England, RH1 2NP, United Kingdom","(51.25234701874331, -0.15320728138214687, 0.0)",51.25234701874331,-0.15320728138214687,0.0\nHolsworthy Medical Centre,Holsworthy Medical Centre,Dobles Lane,,Holsworthy,EX22 6GH,South West,"Holsworthy, Torridge, Devon, South West England, England, EX22 6GH, United Kingdom","(50.818976, -4.3502955, 0.0)",50.818976,-4.3502955,0.0\nHoly Trinity R C Parish,71 Wickhay,,,Basildon,SS15 5AD,East of England,"Basildon, Essex, East of England, England, SS15 5AD, United Kingdom","(51.56881358221959, 0.4474037160928781, 0.0)",51.56881358221959,0.4474037160928781,0.0\nHorfield Health Centre,Lockleaze Road,,,Bristol,BS7 9RR,South West,"Bristol, City of Bristol, South West England, England, BS7 9RR, United Kingdom","(51.48999523840271, -2.576486712080542, 0.0)",51.48999523840271,-2.576486712080542,0.0\nHornchurch Library,North Street,,,Hornchurch,RM11 1TB,London,"London Borough of Havering, London, Greater London, England, RM11 1TB, United Kingdom","(51.56490039052198, 0.22055145686627586, 0.0)",51.56490039052198,0.22055145686627586,0.0\nHorsefair Practice Group Hillsprings Surgery,Lovett Court,,,Rugeley,WS15 2RH,Midlands,"Rugeley, Cannock Chase, Staffordshire, West Midlands, England, WS15 2RH, United Kingdom","(52.76305630147456, -1.9489048553803618, 0.0)",52.76305630147456,-1.9489048553803618,0.0\nHoughton Primary Care Centre,Houghton Primary Care Centre,Brinkburn Crescent,,Houghton Le Spring,DH4 5HB,North East and Yorkshire,"Sunderland, North East England, England, DH4 5HB, United Kingdom","(54.84584543321768, -1.4776466764886815, 0.0)",54.84584543321768,-1.4776466764886815,0.0\nHoveton Village Hall,Stalham Road,Hoveton,,Norwich,NR12 8DU,East of England,"Hoveton, North Norfolk, Norfolk, East of England, England, NR12 8DU, United Kingdom","(52.7172477447907, 1.421393232885629, 0.0)",52.7172477447907,1.421393232885629,0.0\nHumberstone Medical Centre,Humberstone Medical Centre,150 Wycombe Road,,Leicester,LE5 0PR,Midlands,"City of Leicester, East Midlands, England, LE5 0PR, United Kingdom","(52.64512706966857, -1.085670611792479, 0.0)",52.64512706966857,-1.085670611792479,0.0\nHume Street Medical Centre,Hume Street Medical Centre,Hume Street,,Kidderminster,DY11 6SF,Midlands,"Kidderminster, Wyre Forest, Worcestershire, West Midlands, England, DY11 6SF, United Kingdom","(52.38422507103643, -2.2611061836809268, 0.0)",52.38422507103643,-2.2611061836809268,0.0\nHuntingdon Road Surgery,1 Huntingdon Road,,,Cambridge,CB3 0DB,East of England,"Cambridge, Cambridgeshire, East of England, England, CB3 0DB, United Kingdom","(52.2142766431325, 0.11000858796742498, 0.0)",52.2142766431325,0.11000858796742498,0.0\nHuyton One Stop Shop,Knowsley Council,Archway Road,,Liverpool,L36 9UX,North West,"Huyton Village, Bakers Green, Huyton, Knowsley, North West England, England, L36 9UX, United Kingdom","(53.41172065517489, -2.8407574226576426, 0.0)",53.41172065517489,-2.8407574226576426,0.0\nHyde Leisure Centre,Walker Lane,,,Hyde,SK14 5PL,North West,"Tameside, Greater Manchester, North West England, England, SK14 5PL, United Kingdom","(53.450594162529434, -2.0679628162485124, 0.0)",53.450594162529434,-2.0679628162485124,0.0\nHythe Centre,36 Thorpe Road,,,Staines-Upon-Thames,TW18 3HD,South East,"Egham Hythe, Runnymede, Surrey, South East England, England, TW18 3HD, United Kingdom","(51.42969376770238, -0.5222931617849849, 0.0)",51.42969376770238,-0.5222931617849849,0.0\nICC,Integrated Care Centre,New Radcliffe Street,,Oldham,OL1 1NL,North West,"Oldham, Greater Manchester, North West England, England, OL1 1NL, United Kingdom","(53.5427531, -2.117523, 0.0)",53.5427531,-2.117523,0.0\nIMWS Al-Hikmah Centre,28 Track Road,,,Batley,WF17 7AA,North East and Yorkshire,"Kirklees, West Yorkshire, Yorkshire and the Humber, England, WF17 7AA, United Kingdom","(53.70310515658635, -1.64231169844499, 0.0)",53.70310515658635,-1.64231169844499,0.0\nIreland Wood Surgery,Iveson Approach,,,Leeds,LS16 6FR,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS16 6FR, United Kingdom","(53.84657006252911, -1.603871344655063, 0.0)",53.84657006252911,-1.603871344655063,0.0\nIridium Medical Practice,299 Bordesley Green East,Stechford,,Birmingham,B33 8TA,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B33 8TA, United Kingdom","(52.47805225, -1.8175611499999997, 0.0)",52.47805225,-1.8175611499999997,0.0\nIrlam and Cadishead Recreation / Leisure Centre,243 Liverpool Road,Irlam,,Manchester,M44 6BR,North West,"Salford, Greater Manchester, North West England, England, M44 6BR, United Kingdom","(53.44295443240962, -2.4219186698923543, 0.0)",53.44295443240962,-2.4219186698923543,0.0\n"Isles of Scilly Health Centre (deliver to mainland - Helston Medical Centre, Trelawney Road, Helston, TR13 8AU)",The Health Centre,St Marys,,St. Mary\'s,TR21 0HE,South West,"St Mary\'s, Isles of Scilly, South West England, England, TR21 0HE, United Kingdom","(49.911611156390464, -6.30860233490855, 0.0)",49.911611156390464,-6.30860233490855,0.0\nIslip Villiage Hall,Church Lane,Islip,,Kidlington,OX5 2TA,South East,"Islip, Cherwell, Oxfordshire, South East England, England, OX5 2TA, United Kingdom","(51.82233193610289, -1.2377170110974622, 0.0)",51.82233193610289,-1.2377170110974622,0.0\nISSA Medical Centre,73 St Gregory Road,Deepdale,,Preston,PR1 6YA,North West,"Preston, Lancashire, North West England, England, PR1 6YA, United Kingdom","(53.770174266666665, -2.6873360666666666, 0.0)",53.770174266666665,-2.6873360666666666,0.0\nIvry Street Medical Practice,5 Ivry Street,,,Ipswich,IP1 3QW,East of England,"Ipswich, Suffolk, East of England, England, IP1 3QW, United Kingdom","(52.06376331961056, 1.1485560196249733, 0.0)",52.06376331961056,1.1485560196249733,0.0\nJain Community Centre,669 Stockport Road,,,Manchester,M12 4QE,North West,"Manchester, Greater Manchester, North West England, England, M12 4QE, United Kingdom","(53.45094535, -2.192434499999999, 0.0)",53.45094535,-2.192434499999999,0.0\nJCB Compact Products,Leek Road,Cheadle,,Stoke-on-Trent,ST10 2JU,Midlands,"Harewood Estate, Cheadle, Staffordshire Moorlands, Staffordshire, West Midlands, England, ST10 2JU, United Kingdom","(52.99430920755405, -2.00004820946332, 0.0)",52.99430920755405,-2.00004820946332,0.0\nJericho Health Centre,Walton Street,,,Oxford,OX2 6NW,South East,"Oxford, Oxfordshire, South East England, England, OX2 6NW, United Kingdom","(51.76029028514742, -1.2663714717928567, 0.0)",51.76029028514742,-1.2663714717928567,0.0\n"Joe Hallam Suite, Newark Showground",Lincoln Road,Winthorpe,,Newark,NG24 2NY,Midlands,"Winthorpe CP, Newark and Sherwood, Nottinghamshire, East Midlands, England, NG24 2NY, United Kingdom","(53.09598990545101, -0.7650781547363464, 0.0)",53.09598990545101,-0.7650781547363464,0.0\nJohn Coupland Hospital,John Coupland Hospital,Ropery Road,,Gainsborough,DN21 2TJ,Midlands,"Gainsborough CP, West Lindsey, Lincolnshire, East Midlands, England, DN21 2TJ, United Kingdom","(53.411845664601, -0.7847913922108408, 0.0)",53.411845664601,-0.7847913922108408,0.0\nJohn Scott Health Centre,John Scott Health Centre,Green Lanes,,London,N4 2NU,London,"London Borough of Hackney, London, Greater London, England, N4 2NU, United Kingdom","(51.568530523694385, -0.09375745199992237, 0.0)",51.568530523694385,-0.09375745199992237,0.0\nJubilee Centre,Jubilee Centre,Recreation Way,Mildenhall,Bury St. Edmunds,IP28 7HG,East of England,"Mildenhall, West Suffolk, Suffolk, East of England, England, IP28 7HG, United Kingdom","(52.342024097314905, 0.513764010604597, 0.0)",52.342024097314905,0.513764010604597,0.0\nJubilee House,Midlands and Lancashire CSU,Lancashire Business Park,,Leyland,PR26 6TR,North West,"Farington, Leyland, South Ribble, Lancashire, North West England, England, PR26 6TR, United Kingdom","(53.70765723485085, -2.6941058796130957, 0.0)",53.70765723485085,-2.6941058796130957,0.0\nJubilee Medical Centre,Pioneering Care Centre,Carers Way,,Newton Aycliffe,DL5 4SE,North East and Yorkshire,"Great Aycliffe, Newton Aycliffe, County Durham, North East England, England, DL5 4SE, United Kingdom","(54.62965647324788, -1.5802216776241238, 0.0)",54.62965647324788,-1.5802216776241238,0.0\nKC Stadium,The Circle,Anlaby Road,,Hull,HU3 6HU,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU3 6HU, United Kingdom","(53.746209050157205, -0.3677425957333237, 0.0)",53.746209050157205,-0.3677425957333237,0.0\nKeats Grove Surgery,17 Keats Grove,,,Wolverhampton,WV10 8LY,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV10 8LY, United Kingdom","(52.61456126324464, -2.099545602728874, 0.0)",52.61456126324464,-2.099545602728874,0.0\nKeepmoat Stadium,Stadium Way,,,Doncaster,DN4 5JW,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, DN4 5JW, United Kingdom","(53.5098211678717, -1.1137696047721202, 0.0)",53.5098211678717,-1.1137696047721202,0.0\nKennington Health Centre,200 Kennington Road,Kennington,,Oxford,OX1 5PY,South East,"Kennington, Vale of White Horse, Oxfordshire, South East England, England, OX1 5PY, United Kingdom","(51.71765577273971, -1.244645491436526, 0.0)",51.71765577273971,-1.244645491436526,0.0\nKensington Portakabin,Jubilee Sports Bank,Jubilee Drive,,Liverpool,L7 8SJ,North West,"Kensington Fields, Kensington, Liverpool, North West England, England, L7 8SJ, United Kingdom","(53.40805419350053, -2.9542155687904375, 0.0)",53.40805419350053,-2.9542155687904375,0.0\nKepple Building,Ashton Road West,Failsworth,,Oldham,M35 0AD,North West,"Oldham, Greater Manchester, North West England, England, M35 0AD, United Kingdom","(53.50983855788375, -2.156748934166963, 0.0)",53.50983855788375,-2.156748934166963,0.0\nKerseley Green Surgery,Keresley Green Medical Centre,Bennetts Road South,,Coventry,CV6 2FL,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV6 2FL, United Kingdom","(52.43799441678353, -1.5310851569247512, 0.0)",52.43799441678353,-1.5310851569247512,0.0\nKeston Medical Practice,Purley War Memorial Hospital,856 Brighton Road,,Purley,CR8 2YL,London,"London Borough of Croydon, London, Greater London, England, CR8 2YL, United Kingdom","(51.34045161375711, -0.11464784959525151, 0.0)",51.34045161375711,-0.11464784959525151,0.0\nKhattak HUB,The Memorial Health Centre,309 Bolton Road,Small Heath,Birmingham,B10 0AU,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B10 0AU, United Kingdom","(52.46574820323754, -1.8615449497774004, 0.0)",52.46574820323754,-1.8615449497774004,0.0\nKibworth Medical Centre,Smeeton Road,Kibworth Beauchamp,,Leicester,LE8 0LG,Midlands,"Kibworth Beauchamp, Harborough, Leicestershire, East Midlands, England, LE8 0LG, United Kingdom","(52.53537585000001, -0.996526, 0.0)",52.53537585000001,-0.996526,0.0\nKidderminster Medical Centre,Waterloo Street,,,Kidderminster,DY10 2BG,Midlands,"Kidderminster, Wyre Forest, Worcestershire, West Midlands, England, DY10 2BG, United Kingdom","(52.38902582214174, -2.24664029926164, 0.0)",52.38902582214174,-2.24664029926164,0.0\nKildonan House,Ramsbottom Road,Horwich,,Bolton,BL6 5NW,North West,"Horwich, Bolton, Greater Manchester, North West England, England, BL6 5NW, United Kingdom","(53.59478791485961, -2.545363197926725, 0.0)",53.59478791485961,-2.545363197926725,0.0\nKilton Forest Community Centre,15 Longhurst,,,Worksop,S81 0DA,North East and Yorkshire,"Worksop, Bassetlaw, Nottinghamshire, East Midlands, England, S81 0DA, United Kingdom","(53.317927355995934, -1.1039354333101634, 0.0)",53.317927355995934,-1.1039354333101634,0.0\nKings Heath Centre,North Oval,,,Northampton,NN5 7LN,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN5 7LN, United Kingdom","(52.25589706408209, -0.9214201081096869, 0.0)",52.25589706408209,-0.9214201081096869,0.0\nKings House,King\'s House,245 Ampthill Road,,Bedford,MK42 9AZ,East of England,"Bedford, East of England, England, MK42 9AZ, United Kingdom","(52.119113018429225, -0.4771925552158316, 0.0)",52.119113018429225,-0.4771925552158316,0.0\nKings Meadow,Kings Meadow Campus,Lenton Lane,,Nottingham,NG7 2NR,Midlands,"Lenton Lane Industrial Estate, Dunkirk, City of Nottingham, East Midlands, England, NG7 2NR, United Kingdom","(52.9337570315334, -1.1701656312410151, 0.0)",52.9337570315334,-1.1701656312410151,0.0\nKing\'s Medical Practice,King Edward Street,,,Normanton,WF6 2AZ,North East and Yorkshire,"Normanton, Altofts, Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF6 2AZ, United Kingdom","(53.700579713937735, -1.4177021800531997, 0.0)",53.700579713937735,-1.4177021800531997,0.0\nKingsbury Mandir,211 Kingsbury Road,,,London,NW9 8AQ,London,NW9 8AQ,"(51.58213251545149, -0.25781985452130624, 0.0)",51.58213251545149,-0.25781985452130624,0.0\nKingsmead Medical Centre,2 Kingsmead Square,Regency Way,,Northwich,CW9 8UW,North West,"Kingsmead, Cheshire West and Chester, North West England, England, CW9 8UW, United Kingdom","(53.24310407187321, -2.5196246672910303, 0.0)",53.24310407187321,-2.5196246672910303,0.0\nKingstanding Circle Surgery,26 Rough Road,,,Birmingham,B44 0UY,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B44 0UY, United Kingdom","(52.55384682589706, -1.8819490176687956, 0.0)",52.55384682589706,-1.8819490176687956,0.0\nKingston Crescent Surgery,92 Kingston Crescent,,,Portsmouth,PO2 8AL,South East,"Portsmouth, South East England, England, PO2 8AL, United Kingdom","(50.813132, -1.0816733, 0.0)",50.813132,-1.0816733,0.0\nKingsway Health Centre,Kingsway Primary Care Centre,385 Dunstable Road,,Luton,LU4 8BY,East of England,"Luton, East of England, England, LU4 8BY, United Kingdom","(51.889851862499995, -0.4419843, 0.0)",51.889851862499995,-0.4419843,0.0\nKingswinford Community Centre,High Street,,,Kingswinford,DY6 8AP,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY6 8AP, United Kingdom","(52.497528583939555, -2.1634417005376694, 0.0)",52.497528583939555,-2.1634417005376694,0.0\nKingswood Health Centre,Alma Road,Kingswood,,Bristol,BS15 4EJ,South West,"South Gloucestershire, South West England, England, BS15 4EJ, United Kingdom","(51.463060457909705, -2.4999224792885935, 0.0)",51.463060457909705,-2.4999224792885935,0.0\nKingswood Health Centre,Kingswood Medical Centre,10 School Lane,Kingswood,Hull,HU7 3JQ,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU7 3JQ, United Kingdom","(53.801185034563694, -0.3533106533263375, 0.0)",53.801185034563694,-0.3533106533263375,0.0\nKippax Health Centre,Gibson Lane,Kippax,,Leeds,LS25 7JN,North East and Yorkshire,"Kippax, Great Preston, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS25 7JN, United Kingdom","(53.7716723, -1.3708395, 0.0)",53.7716723,-1.3708395,0.0\nKirkburton Health Centre,Shelley Lane,Kirkburton,,Huddersfield,HD8 0SJ,North East and Yorkshire,"Kirkburton, Kirklees, West Yorkshire, Yorkshire and the Humber, England, HD8 0SJ, United Kingdom","(53.60854360014756, -1.7009474873608301, 0.0)",53.60854360014756,-1.7009474873608301,0.0\nKirkley Mill,Clifton Road,,,Lowestoft,NR33 0HF,East of England,"Lowestoft, East Suffolk, Suffolk, East of England, England, NR33 0HF, United Kingdom","(52.46772260075925, 1.743569354303778, 0.0)",52.46772260075925,1.743569354303778,0.0\nKnowle West Healthy Living Centre,Knowle West Health Park,Downton Road,Knowle,Bristol,BS4 1WH,South West,"Bristol, City of Bristol, South West England, England, BS4 1WH, United Kingdom","(51.42877157476721, -2.5962346356525323, 0.0)",51.42877157476721,-2.5962346356525323,0.0\nKnutsford District Community Hospital,Bexton Road,,,Knutsford,WA16 0BT,North West,"Knutsford, Cheshire East, North West England, England, WA16 0BT, United Kingdom","(53.30202844384876, -2.3785151036141645, 0.0)",53.30202844384876,-2.3785151036141645,0.0\nLadies Walk Surgery,90 Thornhill Park Road,,,Southampton,SO18 5TS,South East,"Bitterne, Southampton, South East England, England, SO18 5TS, United Kingdom","(50.914758455355205, -1.3325428226093998, 0.0)",50.914758455355205,-1.3325428226093998,0.0\nLake Road Health Centre,Nutfield Place,,,Portsmouth,PO1 4JT,South East,"Portsmouth, South East England, England, PO1 4JT, United Kingdom","(50.804824992891255, -1.078356312613569, 0.0)",50.804824992891255,-1.078356312613569,0.0\nLakeside Cottingham Road Surgery,Cottingham Road,,,Corby,NN17 2UR,Midlands,"Corby, North Northamptonshire, East Midlands, England, NN17 2UR, United Kingdom","(52.490567680407274, -0.712653498250777, 0.0)",52.490567680407274,-0.712653498250777,0.0\nLakeside Country Club,Wharf Road,Frimley Green,,Camberley,GU16 6PT,South East,"Surrey Heath, Surrey, South East England, England, GU16 6PT, United Kingdom","(51.30263358494216, -0.7203169087139639, 0.0)",51.30263358494216,-0.7203169087139639,0.0\nLancing Parish Hall,Parish Hall,96 South Street,,Lancing,BN15 8AJ,South East,"Lancing, Adur, West Sussex, South East England, England, BN15 8AJ, United Kingdom","(50.82384297637882, -0.32366542631640444, 0.0)",50.82384297637882,-0.32366542631640444,0.0\nLane End Medical Group,2 Penshurst Gardens,,,Edgware,HA8 9GJ,London,HA8 9GJ,"(51.61528691577501, -0.274865788759847, 0.0)",51.61528691577501,-0.274865788759847,0.0\nLangdale Centre,Langdale Gardens,,,Wallsend,NE28 0HG,North East and Yorkshire,"North Tyneside, North East England, England, NE28 0HG, United Kingdom","(55.007193794489254, -1.498119935425556, 0.0)",55.007193794489254,-1.498119935425556,0.0\nLangley Health Centre,Common Road,Langley,,Slough,SL3 8LE,South East,"Slough, South East England, England, SL3 8LE, United Kingdom","(51.495312909315224, -0.5412842006951534, 0.0)",51.495312909315224,-0.5412842006951534,0.0\nLarruperz Centre,Larruperz Centre,Grammar School Close,,Ross-on-Wye,HR9 7QD,Midlands,"Ross-on-Wye, Herefordshire, West Midlands, England, HR9 7QD, United Kingdom","(51.91506749431453, -2.576513026748152, 0.0)",51.91506749431453,-2.576513026748152,0.0\nLavenham Branch Surgery,36 Church Street,Lavenham,,Sudbury,CO10 9SA,East of England,"Lavenham, Babergh, Suffolk, East of England, England, CO10 9SA, United Kingdom","(52.105829767623916, 0.7937392157045676, 0.0)",52.105829767623916,0.7937392157045676,0.0\nLeagrave Centre,Strangers Way,,,Luton,LU4 9ND,East of England,"Luton, East of England, England, LU4 9ND, United Kingdom","(51.90241639780661, -0.4707057806887073, 0.0)",51.90241639780661,-0.4707057806887073,0.0\nLeatherhead Hospital,Poplar Road,Leatherhead,,Surrey,KT22 8SD,South East,"Leatherhead, Surrey, South East England, England, KT22 8SD, United Kingdom","(51.29551775154283, -0.3197082593331315, 0.0)",51.29551775154283,-0.3197082593331315,0.0\nLedbury Community Hall,Lawnside Road,,,Ledbury,HR8 2AE,Midlands,"Ledbury, Herefordshire, West Midlands, England, HR8 2AE, United Kingdom","(52.03843494857559, -2.425474772838593, 0.0)",52.03843494857559,-2.425474772838593,0.0\nLee Jones Community Centre,Limekiln Lane,,,Liverpool,L5 8SN,North West,"Liverpool, North West England, England, L5 8SN, United Kingdom","(53.42027571982039, -2.984524126322737, 0.0)",53.42027571982039,-2.984524126322737,0.0\nLeigh Leisure Centre,Sale Way,Leigh Sports Village,,Leigh,WN7 4JY,North West,"Wigan, Greater Manchester, North West England, England, WN7 4JY, United Kingdom","(53.49040127243031, -2.5322727575573714, 0.0)",53.49040127243031,-2.5322727575573714,0.0\nLeighton Buzzard Rugby Club,Leighton Road,Stanbridge,,Leighton Buzzard,LU7 9HR,East of England,"Stanbridge, Central Bedfordshire, East of England, England, LU7 9HR, United Kingdom","(51.90907968485906, -0.6169385568985231, 0.0)",51.90907968485906,-0.6169385568985231,0.0\nLever Chambers,Lever Chambers,27 Ashburner Street,,Bolton,BL1 1SQ,North West,BL1 1SQ,"(53.5768804, -2.4309817, 0.0)",53.5768804,-2.4309817,0.0\nLiberty Bridge (Sir Ludwig Guttman),Ludwig Guttman Centre,40 Liberty Bridge Road,Stratford,London,E20 1AS,London,"East Village, Stratford Marsh, London Borough of Newham, London, Greater London, England, E20 1AS, United Kingdom","(51.548067439431016, -0.006209518107843137, 0.0)",51.548067439431016,-0.006209518107843137,0.0\nLife Centre,235 Washway Road,,,Sale,M33 4BP,North West,"Trafford, Greater Manchester, North West England, England, M33 4BP, United Kingdom","(53.4150607976324, -2.336594877144805, 0.0)",53.4150607976324,-2.336594877144805,0.0\nLincolnshire Showground,Grange-de-Lings,,,Lincoln,LN2 2NA,Midlands,"North Carlton CP, West Lindsey, Lincolnshire, East Midlands, England, LN2 2NA, United Kingdom","(53.28639198474584, -0.5439423696904404, 0.0)",53.28639198474584,-0.5439423696904404,0.0\nLingwell Croft,16 Shelldrake Drive,Middleton,,Leeds,LS10 3NB,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS10 3NB, United Kingdom","(53.74996987308547, -1.5350492574649313, 0.0)",53.74996987308547,-1.5350492574649313,0.0\nLinthorpe Surgery North Ormesby Branch,North Ormesby Health Village,1 Trinity Mews,North Ormesby,Middlesbrough,TS3 6AL,North East and Yorkshire,"North Ormesby Health Village, North Ormesby, Middlesbrough, North East England, England, TS3 6AL, United Kingdom","(54.57180417909943, -1.2161809000336157, 0.0)",54.57180417909943,-1.2161809000336157,0.0\nLintonville,Lintonville Terrace,,,Ashington,NE63 9UT,North East and Yorkshire,"Ashington, Northumberland, North East England, England, NE63 9UT, United Kingdom","(55.183808662870995, -1.5703170993585762, 0.0)",55.183808662870995,-1.5703170993585762,0.0\nLionwood Medical Practice,30a Wellesley Avenue North,,,Norwich,NR1 4NU,East of England,"Norwich, Norfolk, East of England, England, NR1 4NU, United Kingdom","(52.633213663173294, 1.319547253545246, 0.0)",52.633213663173294,1.319547253545246,0.0\nLisle Court Medical Centre,Lisle Court,Brunswick Street,,Leamington Spa,CV31 2ES,Midlands,CV31 2ES,"(52.28084482867429, -1.530941801476467, 0.0)",52.28084482867429,-1.530941801476467,0.0\nLister Medical Centre,Lister House Health Centre,Abercrombie Way,,Harlow,CM18 6YJ,East of England,"Harlow, Essex, East of England, England, CM18 6YJ, United Kingdom","(51.754509391104904, 0.09033785417031914, 0.0)",51.754509391104904,0.09033785417031914,0.0\nLittle Hulton Medical Centre,Longshaw Drive,Worsley,,Manchester,M28 0BB,North West,"Salford, Greater Manchester, North West England, England, M28 0BB, United Kingdom","(53.527112704232565, -2.418654814319636, 0.0)",53.527112704232565,-2.418654814319636,0.0\nLittle Paxton,40 High Street,Little Paxton,,St. Neots,PE19 6EY,East of England,"Little Paxton, Huntingdonshire, Cambridgeshire, East of England, England, PE19 6EY, United Kingdom","(52.25072705, -0.25951894999999875, 0.0)",52.25072705,-0.25951894999999875,0.0\nLittle Thornton Theatre,Fleetwood Road North,Thornton-Cleveleys,,Thornton le Cleveley,FY5 3SZ,North West,"Wyre, Lancashire, North West England, England, FY5 3SZ, United Kingdom","(53.872524, -3.0116503666666667, 0.0)",53.872524,-3.0116503666666667,0.0\nLittleborough Sports Centre,Calderbrook Road,,,Littleborough,OL15 9JN,North West,"Rochdale, Greater Manchester, North West England, England, OL15 9JN, United Kingdom","(53.65124921588162, -2.1002525082130226, 0.0)",53.65124921588162,-2.1002525082130226,0.0\nLittlewick,Nottingham Road,,,Ilkeston,DE7 5PR,Midlands,"Erewash, Derbyshire, East Midlands, England, DE7 5PR, United Kingdom","(52.966553350717106, -1.3048468065475516, 0.0)",52.966553350717106,-1.3048468065475516,0.0\nLocke House,Locke House,The Railings,Woodside Park,Rugby,CV21 2AW,Midlands,"Rugby, Warwickshire, West Midlands, England, CV21 2AW, United Kingdom","(52.37953544252523, -1.2593796478502384, 0.0)",52.37953544252523,-1.2593796478502384,0.0\nLockwood GP Surgery,Wyre Civic Centre,Breck Road,,Poulton-Le-Fylde,FY6 7PU,North West,"Wyre, Lancashire, North West England, England, FY6 7PU, United Kingdom","(53.850881, -2.9893676, 0.0)",53.850881,-2.9893676,0.0\nLodgeside Surgery,22 Lodgeside Avenue,,,Bristol,BS15 1WW,South West,"Bristol, City of Bristol, South West England, England, BS15 1WW, United Kingdom","(51.46812692572471, -2.5172772534295818, 0.0)",51.46812692572471,-2.5172772534295818,0.0\n"London Lane Clinic, Kinnaird House",Kinnaird House,37-39 London Lane,,Bromley,BR1 4HB,London,"London Borough of Bromley, London, Greater London, England, BR1 4HB, United Kingdom","(51.415222885379336, 0.008652959754608218, 0.0)",51.415222885379336,0.008652959754608218,0.0\nLong Catlis Road Surgery,Parkwood Health Centre,Long Catlis Road,,Gillingham,ME8 9PR,South East,"Parkwood Shopping Centre, Parkwood, Gillingham, Medway, South East England, England, ME8 9PR, United Kingdom","(51.348325373694664, 0.5955792832495076, 0.0)",51.348325373694664,0.5955792832495076,0.0\nLong Eaton HC,Midland Street,Long Eaton,,Nottingham,NG10 1RY,Midlands,"Long Eaton, Erewash, Derbyshire, East Midlands, England, NG10 1RY, United Kingdom","(52.90134858910111, -1.272656991933363, 0.0)",52.90134858910111,-1.272656991933363,0.0\nLong Lee,172a Long Lee Lane,Long Lee,,Keighley,BD21 4TT,North East and Yorkshire,"Keighley, Exley Head, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD21 4TT, United Kingdom","(53.859161990684626, -1.8878183154126087, 0.0)",53.859161990684626,-1.8878183154126087,0.0\nLongton Health Centre,Drayton Road,Longton,,Stoke-On-Trent,ST3 1EQ,Midlands,"Stoke-on-Trent, West Midlands, England, ST3 1EQ, United Kingdom","(52.99206543575442, -2.1353934236541745, 0.0)",52.99206543575442,-2.1353934236541745,0.0\nLoomer Road Surgery,Loomer Road,Chesterton,,Newcastle,ST5 7JS,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST5 7JS, United Kingdom","(53.03234921802553, -2.2656805038057386, 0.0)",53.03234921802553,-2.2656805038057386,0.0\nLord Butler Lesiure Centre,Peaslands Road,,,Saffron Walden,CB11 3EG,East of England,"Saffron Walden, Uttlesford, Essex, East of England, England, CB11 3EG, United Kingdom","(52.01549998803878, 0.25165656710929774, 0.0)",52.01549998803878,0.25165656710929774,0.0\nLords Meadow Leisure Centre,Commercial Road,Lords Meadow Industrial Estate,,Crediton,EX17 1ER,South West,"Crediton, Mid Devon, Devon, South West England, England, EX17 1ER, United Kingdom","(50.79135565466956, -3.643825670844163, 0.0)",50.79135565466956,-3.643825670844163,0.0\nLordship Lane Health Centre,Lordship Lane Clinic,239 Lordship Lane,,London,N17 6AA,London,"London Borough of Haringey, London, Greater London, England, N17 6AA, United Kingdom","(51.59776315189201, -0.082050988002961, 0.0)",51.59776315189201,-0.082050988002961,0.0\nLordswood HLC,Sultan Road,,,Chatham,ME5 8TJ,South East,"Chatham, Medway, South East England, England, ME5 8TJ, United Kingdom","(51.33186177477597, 0.5456346879464805, 0.0)",51.33186177477597,0.5456346879464805,0.0\nLouth Hospital,High Holme Road,,,Louth,LN11 0EU,Midlands,"Louth, East Lindsey, Lincolnshire, East Midlands, England, LN11 0EU, United Kingdom","(53.37100987086988, -0.008582101410763293, 0.0)",53.37100987086988,-0.008582101410763293,0.0\nLow Grange Health Village,Normanby Road,,,Middlesbrough,TS6 6TD,North East and Yorkshire,"Low Grange Farm District Centre, South Bank, Redcar and Cleveland, North East England, England, TS6 6TD, United Kingdom","(54.5727458, -1.1603574, 0.0)",54.5727458,-1.1603574,0.0\nLow Moor,29 The Plantations,,,Bradford,BD12 0TH,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD12 0TH, United Kingdom","(53.75384997564379, -1.7698965690649793, 0.0)",53.75384997564379,-1.7698965690649793,0.0\nLowfield Surgery,5 Lowfield Road,Shaw Heath,,Stockport,SK2 6RW,North West,"Stockport, Greater Manchester, North West England, England, SK2 6RW, United Kingdom","(53.40011659316824, -2.1564049040918185, 0.0)",53.40011659316824,-2.1564049040918185,0.0\nLunesdale Surgery,Wellington Court,Kirkby Lonsdale,,Carnforth,LA6 2HQ,North West,"Kirkby Lonsdale, South Lakeland, Cumbria, North West England, England, LA6 2HQ, United Kingdom","(54.20057310557237, -2.6022131270286017, 0.0)",54.20057310557237,-2.6022131270286017,0.0\nLydd Airport,Lydd Airport,Lydd,,Romney Marsh,TN29 9QL,South East,"Lydd, Folkestone and Hythe, Kent, South East England, England, TN29 9QL, United Kingdom","(50.9544509, 0.9330286, 0.0)",50.9544509,0.9330286,0.0\nLyme Valley MC,Lyme Valley Road,,,Newcastle under Lyme,ST5 3TF,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST5 3TF, United Kingdom","(53.00628753479456, -2.223750645722332, 0.0)",53.00628753479456,-2.223750645722332,0.0\nLyng Community Centre,Lyng Centre For Health,Frank Fisher Way,,West Bromwich,B70 7AW,Midlands,"Sandwell, West Midlands Combined Authority, West Midlands, England, B70 7AW, United Kingdom","(52.51600286820888, -1.9979817523647583, 0.0)",52.51600286820888,-1.9979817523647583,0.0\nLytham PCC,Lytham PCC,Victoria Street,,Lytham St. Annes,FY8 5DZ,North West,"Fylde, Lancashire, North West England, England, FY8 5DZ, United Kingdom","(53.73955959144742, -2.950370493456134, 0.0)",53.73955959144742,-2.950370493456134,0.0\nMaghull Town Hall,Hall Lane,Maghull,,Liverpool,L31 7BB,North West,"Maghull, Sefton, North West England, England, L31 7BB, United Kingdom","(53.50729149929905, -2.9450897675121004, 0.0)",53.50729149929905,-2.9450897675121004,0.0\nMaidenhead Town Hall,Town Hall,St Ives Road,,Maidenhead,SL6 1RF,South East,"Windsor and Maidenhead, South East England, England, SL6 1RF, United Kingdom","(51.52195069918642, -0.718662487852804, 0.0)",51.52195069918642,-0.718662487852804,0.0\nMaldon District Council Offices,Princes Road,,,Maldon,CM9 5DL,East of England,"Maldon, Heybridge, Maldon, Essex, East of England, England, CM9 5DL, United Kingdom","(51.728690798822136, 0.680709162393728, 0.0)",51.728690798822136,0.680709162393728,0.0\nMalmesbury Primary Care Centre,Priory Way,,,Malmesbury,SN16 0FB,South West,"St. Paul Malmesbury Without, Malmesbury, Wiltshire, South West England, England, SN16 0FB, United Kingdom","(51.57778892232004, -2.094479497413035, 0.0)",51.57778892232004,-2.094479497413035,0.0\nMalthouse Surgery,The Charter,,,Abingdon,OX14 3JY,South East,"Abingdon on Thames, Vale of White Horse, Oxfordshire, South East England, England, OX14 3JY, United Kingdom","(51.672058039243, -1.2829734772622878, 0.0)",51.672058039243,-1.2829734772622878,0.0\nManchester Rugby Club,Grove Lane,Cheadle Hulme,,Cheadle,SK8 7NB,North West,"Stockport, Greater Manchester, North West England, England, SK8 7NB, United Kingdom","(53.358304752877906, -2.191244949459357, 0.0)",53.358304752877906,-2.191244949459357,0.0\nMandeville Stadium,Harvey Road,,,Aylesbury,HP21 9PP,South East,"Aylesbury, Buckinghamshire, South East England, England, HP21 9PP, United Kingdom","(51.80095830063304, -0.7999316322682499, 0.0)",51.80095830063304,-0.7999316322682499,0.0\nManor Farm Medical Centre,Mangate Street,,,Swaffham,PE37 7QN,East of England,"Swaffham, Breckland, Norfolk, East of England, England, PE37 7QN, United Kingdom","(52.648734049255324, 0.6901480910287169, 0.0)",52.648734049255324,0.6901480910287169,0.0\nManor Park Medical Centre,204 Harborough Avenue,,,Sheffield,S2 1QU,North East and Yorkshire,S2 1QU,"(53.37368724009473, -1.427161461052453, 0.0)",53.37368724009473,-1.427161461052453,0.0\nManor View Practice,Bushey Health Centre,London Road,,Bushey,WD23 2NN,East of England,"Hertsmere, Hertfordshire, East of England, England, WD23 2NN, United Kingdom","(51.6454468, -0.3741038, 0.0)",51.6454468,-0.3741038,0.0\nMarcham Road Family Health Centre,Marcham Road,,,Abingdon,OX14 1BT,South East,"Abingdon on Thames, Vale of White Horse, Oxfordshire, South East England, England, OX14 1BT, United Kingdom","(51.669579756542795, -1.3029531165362132, 0.0)",51.669579756542795,-1.3029531165362132,0.0\nMarine & Oakridge Partnership,Marine Surgery,29 Belle Vue Road,Boscombe,Bournemouth,BH6 3DB,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH6 3DB, United Kingdom","(50.72283750509041, -1.8065320439281094, 0.0)",50.72283750509041,-1.8065320439281094,0.0\nMarisco Medical Practice,Stanley Avenue,,,Mablethorpe,LN12 1DP,Midlands,"Mablethorpe and Sutton, East Lindsey, Lincolnshire, East Midlands, England, LN12 1DP, United Kingdom","(53.33867591376532, 0.2577526565731077, 0.0)",53.33867591376532,0.2577526565731077,0.0\nMarket Harborough M.C,67 Coventry Road,,,Market Harborough,LE16 9BX,Midlands,"Harborough, Leicestershire, East Midlands, England, LE16 9BX, United Kingdom","(52.476758323398975, -0.9261677397096056, 0.0)",52.476758323398975,-0.9261677397096056,0.0\nMarksbury Road Surgery,Marksbury Road,Bedminster,,Bristol,BS3 5JL,South West,"Bristol, City of Bristol, South West England, England, BS3 5JL, United Kingdom","(51.43419729961401, -2.5904617120817064, 0.0)",51.43419729961401,-2.5904617120817064,0.0\nMarsh House Medical Practice,Abbey Health Centre,Finchale Avenue,,Billingham,TS23 2DG,North East and Yorkshire,"Billingham, Stockton-on-Tees, North East England, England, TS23 2DG, United Kingdom","(54.61097251716121, -1.2933889398309775, 0.0)",54.61097251716121,-1.2933889398309775,0.0\nMaryport Rugby Club,Mealpot Road,,,Maryport,CA15 6NE,North East and Yorkshire,"Maryport, Allerdale, Cumbria, North West England, England, CA15 6NE, United Kingdom","(54.71296971673581, -3.4916694978824125, 0.0)",54.71296971673581,-3.4916694978824125,0.0\nMawsley Medical Centre,School Road,Mawsley,,Kettering,NN14 1SN,Midlands,"Mawsley, North Northamptonshire, East Midlands, England, NN14 1SN, United Kingdom","(52.37654233333333, -0.8109042, 0.0)",52.37654233333333,-0.8109042,0.0\nMayfield Medical Practice Branch,The Surgery,Cromwell Road,,Bushbury,WV10 8UT,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV10 8UT, United Kingdom","(52.630602393566555, -2.115538670741055, 0.0)",52.630602393566555,-2.115538670741055,0.0\nMcLaren,Chobham Road,,,Woking,GU21 6JD,South East,"Woking, Surrey, South East England, England, GU21 6JD, United Kingdom","(51.320944060606486, -0.5575861242670255, 0.0)",51.320944060606486,-0.5575861242670255,0.0\nMeadowgreen Health Centre,1 Dyche Close,Jordanthorpe,,Sheffield,S8 8DJ,North East and Yorkshire,S8 8DJ,"(53.32326073506649, -1.4640329621950119, 0.0)",53.32326073506649,-1.4640329621950119,0.0\nMeasham Leisure Centre,High Street,Measham,,Swadlincote,DE12 7HR,Midlands,"Measham, North West Leicestershire, Leicestershire, East Midlands, England, DE12 7HR, United Kingdom","(52.70549101570315, -1.5077452036746883, 0.0)",52.70549101570315,-1.5077452036746883,0.0\nMedical Centre Bridlington - practice 3,Bridlington Medical Centre,Station Avenue,,Bridlington,YO16 4LZ,North East and Yorkshire,"Bridlington, East Riding of Yorkshire, Yorkshire and the Humber, England, YO16 4LZ, United Kingdom","(54.084738564365125, -0.2012400794839175, 0.0)",54.084738564365125,-0.2012400794839175,0.0\nMedici Medical Centre,3 Windsor Street,,,Luton,LU1 3UA,East of England,"Luton, East of England, England, LU1 3UA, United Kingdom","(51.87428842448842, -0.4180935611801691, 0.0)",51.87428842448842,-0.4180935611801691,0.0\nMedwyn Surgery,Reigate Road,,,Dorking,RH4 1SD,South East,"Dorking, Mole Valley, Surrey, South East England, England, RH4 1SD, United Kingdom","(51.23478347470515, -0.3243300717711374, 0.0)",51.23478347470515,-0.3243300717711374,0.0\nMelbourne House Surgery,Medical Centre,Parkside Court,Melbourne Avenue,Chelmsford,CM1 2DY,East of England,"Chelmsford town, Chelmsford, Essex, East of England, England, CM1 2DY, United Kingdom","(51.7492368, 0.4516709, 0.0)",51.7492368,0.4516709,0.0\nMelton Sports Village,Burton Road,,,Melton Mowbray,LE13 1DR,Midlands,"Melton, Leicestershire, East Midlands, England, LE13 1DR, United Kingdom","(52.75380824760337, -0.8764584006924885, 0.0)",52.75380824760337,-0.8764584006924885,0.0\nMeopham Medical Centre,Wrotham Road,Meopham,,Gravesend,DA13 0AH,South East,"Meopham, Gravesham, Kent, South East England, England, DA13 0AH, United Kingdom","(51.36855858841733, 0.3585422314630574, 0.0)",51.36855858841733,0.3585422314630574,0.0\nMere Lane Health Centre,49-51 Mere Lane,,,Liverpool,L5 0QW,North West,"Everton, Liverpool, North West England, England, L5 0QW, United Kingdom","(53.42583529886915, -2.968594798026014, 0.0)",53.42583529886915,-2.968594798026014,0.0\nMeridian Hall,East Court,College Lane,,East Grinstead,RH19 3LT,South East,"East Grinstead, Mid Sussex, West Sussex, South East England, England, RH19 3LT, United Kingdom","(51.12946680668612, -0.0021405623321484185, 0.0)",51.12946680668612,-0.0021405623321484185,0.0\nMerridale Medical Centre,5 Fullhurst Avenue,,,Leicester,LE3 1BL,Midlands,"City of Leicester, East Midlands, England, LE3 1BL, United Kingdom","(52.620127961625094, -1.1607601931692553, 0.0)",52.620127961625094,-1.1607601931692553,0.0\nMichael Herbert Hall,South Street,Wilton,,Salisbury,SP2 0JS,South West,"Wilton, Wiltshire, South West England, England, SP2 0JS, United Kingdom","(51.0789794, -1.8654459, 0.0)",51.0789794,-1.8654459,0.0\nMichelin MAC Sports and Conference Facility,Rose Tree Avenue,,,Stoke-on-Trent,ST4 6NL,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST4 6NL, United Kingdom","(52.982334950032744, -2.2068854969807337, 0.0)",52.982334950032744,-2.2068854969807337,0.0\nMiddleton Health Centre,The Health Centre Unit F1,Middleton Shopping Centre,Middleton,Manchester,M24 4EL,North West,"Rochdale, Greater Manchester, North West England, England, M24 4EL, United Kingdom","(53.548242424307155, -2.2010510384765305, 0.0)",53.548242424307155,-2.2010510384765305,0.0\nMilford on Sea War Memorial Hospital,Milford on Sea,,,Lymington,SO41 0FR,South East,"Milford-on-Sea, New Forest, Hampshire, South East England, England, SO41 0FR, United Kingdom","(50.723467708324506, -1.5908546008812423, 0.0)",50.723467708324506,-1.5908546008812423,0.0\nMillfield Medical Group,63-83 Hylton Road,,,Sunderland,SR4 7AF,North East and Yorkshire,"Sunderland, North East England, England, SR4 7AF, United Kingdom","(54.90687983894147, -1.3958183982473857, 0.0)",54.90687983894147,-1.3958183982473857,0.0\nMilton Community Hall,87 Coles Road,Milton,,Cambridge,CB24 6BL,East of England,"Milton, South Cambridgeshire, Cambridgeshire, East of England, England, CB24 6BL, United Kingdom","(52.24189718619249, 0.16233994144296537, 0.0)",52.24189718619249,0.16233994144296537,0.0\nMinehead Community Hospital,Luttrell Way,,,Minehead,TA24 6DF,South West,"Minehead, Somerset West and Taunton, Somerset, South West England, England, TA24 6DF, United Kingdom","(51.199562216389, -3.4613895073123144, 0.0)",51.199562216389,-3.4613895073123144,0.0\nMitcham Lane Baptist Church,230 Mitcham Lane,,,London,SW16 6NT,London,"London Borough of Wandsworth, London, Greater London, England, SW16 6NT, United Kingdom","(51.421634005422995, -0.14515439785358533, 0.0)",51.421634005422995,-0.14515439785358533,0.0\nMonks Park Surgery,24 Monks Park Avenue,,,Bristol,BS7 0UE,South West,"Bristol, City of Bristol, South West England, England, BS7 0UE, United Kingdom","(51.497537550889916, -2.5827452302874607, 0.0)",51.497537550889916,-2.5827452302874607,0.0\nMonkspath Surgery,Farmhouse Way,Shirley,,Solihull,B90 4EH,Midlands,"Solihull, West Midlands Combined Authority, West Midlands, England, B90 4EH, United Kingdom","(52.39134694470346, -1.7856043232356458, 0.0)",52.39134694470346,-1.7856043232356458,0.0\nMonteagle Surgery,Tesimond Drive,Blackwater,,Yateley,GU46 6FE,South East,"Yateley, Hart, Hampshire, South East England, England, GU46 6FE, United Kingdom","(51.33914854505917, -0.8475924734012379, 0.0)",51.33914854505917,-0.8475924734012379,0.0\nMontefiore Centre,The Montefiore Medical Centre,Dumpton Park Drive,,Ramsgate,CT11 8AD,South East,"Ramsgate, Thanet, Kent, South East England, England, CT11 8AD, United Kingdom","(51.33939364246639, 1.4279227717100818, 0.0)",51.33939364246639,1.4279227717100818,0.0\nMontgomery Hall,Church Street,Wath-Upon-Dearne,,Rotherham,S63 7RD,North East and Yorkshire,"Rotherham, Yorkshire and the Humber, England, S63 7RD, United Kingdom","(53.50267842350645, -1.347314385736211, 0.0)",53.50267842350645,-1.347314385736211,0.0\n"Montgomery Hall, Kennington",58 Kennington Oval,,,London,SE11 5SW,London,"London Borough of Lambeth, London, Greater London, England, SE11 5SW, United Kingdom","(51.48254796766423, -0.11378026707951922, 0.0)",51.48254796766423,-0.11378026707951922,0.0\nMoorhayes Community Centre,Lea Road,,,Tiverton,EX16 6SU,South West,"Tiverton, Chettiscombe, Mid Devon, Devon, South West England, England, EX16 6SU, United Kingdom","(50.9158038, -3.4773594, 0.0)",50.9158038,-3.4773594,0.0\nMoors Walk Surgery,123 Moors Walk,,,Welwyn Garden City,AL7 2BQ,East of England,"Welwyn Hatfield, Hertfordshire, East of England, England, AL7 2BQ, United Kingdom","(51.80116780852555, -0.17214234648169807, 0.0)",51.80116780852555,-0.17214234648169807,0.0\nMoorside,Moorside Medical Centre,681 Ripponden Road,Moorside,Oldham,OL1 4JU,North West,"Oldham, Greater Manchester, North West England, England, OL1 4JU, United Kingdom","(53.56143796611113, -2.0769562374999713, 0.0)",53.56143796611113,-2.0769562374999713,0.0\nMorecambe Football Club Mazuma Arena,Mazuma Arena,Christie Way,Westgate,Morecambe,LA4 4TB,North West,"Morecambe, Lancaster, Lancashire, North West England, England, LA4 4TB, United Kingdom","(54.060843428844294, -2.8673585497392384, 0.0)",54.060843428844294,-2.8673585497392384,0.0\nMoreton Cross Group Practice,Pasture Road Health Centre,Pasture Road,,Wirral,CH46 8SA,North West,"Wirral, North West England, England, CH46 8SA, United Kingdom","(53.40353380611822, -3.111977075665054, 0.0)",53.40353380611822,-3.111977075665054,0.0\nMorland House,London Road,Wheatley,,Oxford,OX33 1YJ,South East,"Wheatley, South Oxfordshire, Oxfordshire, South East England, England, OX33 1YJ, United Kingdom","(51.74602362197185, -1.1265720371637888, 0.0)",51.74602362197185,-1.1265720371637888,0.0\nMorton Branch Surgery,Langrigg Road,,,Carlisle,CA2 6DT,North East and Yorkshire,"Carlisle, Cumbria, North West England, England, CA2 6DT, United Kingdom","(54.8832833408498, -2.960580399041409, 0.0)",54.8832833408498,-2.960580399041409,0.0\nMossgreen Surgery,Bentilee District Centre,Dawlish Drive,,Stoke-On-Trent,ST2 0EU,Midlands,"Stoke-on-Trent, West Midlands, England, ST2 0EU, United Kingdom","(53.0130313, -2.1277795, 0.0)",53.0130313,-2.1277795,0.0\nMoulton Community Centre,Sandy Hill,Reedings,Moulton,Northampton,NN3 7AX,Midlands,"Moulton, West Northamptonshire, East Midlands, England, NN3 7AX, United Kingdom","(52.29048794201337, -0.8413646379629083, 0.0)",52.29048794201337,-0.8413646379629083,0.0\nMount Hawke,The Surgery,Short Cross Road,Mount Hawke,Truro,TR4 8UE,South West,"St. Agnes, Mount Hawke, South West England, England, TR4 8UE, United Kingdom","(50.2807544, -5.2098874, 0.0)",50.2807544,-5.2098874,0.0\nMount Pleasant Health Centre,Mount Pleasant Road,,,Exeter,EX4 7BW,South West,"Exeter, Devon, South West England, England, EX4 7BW, United Kingdom","(50.732785883495254, -3.5159239764509884, 0.0)",50.732785883495254,-3.5159239764509884,0.0\nMulberry Centre,Brent Road,,,Burnham-On-Sea,TA8 2JU,South West,"Berrow, Sedgemoor, Somerset, South West England, England, TA8 2JU, United Kingdom","(51.25977915000001, -2.9959299999999995, 0.0)",51.25977915000001,-2.9959299999999995,0.0\nMusgrove Park Medical Centre,Beaver Road,,,Ashford,TN23 7SP,South East,"Ashford, Kent, South East England, England, TN23 7SP, United Kingdom","(51.136625, 0.8649957, 0.0)",51.136625,0.8649957,0.0\nNantwich Civic Hall,4 Market Street,,,Nantwich,CW5 5NF,North West,"Nantwich, Cheshire East, North West England, England, CW5 5NF, United Kingdom","(53.0690348, -2.5200286, 0.0)",53.0690348,-2.5200286,0.0\nNarrowcliff Surgery,Narrowcliff,,,Newquay,TR7 2QF,South West,"Newquay, Porth, South West England, England, TR7 2QF, United Kingdom","(50.41765713060557, -5.070892639967736, 0.0)",50.41765713060557,-5.070892639967736,0.0\nNene Valley Surgery,Green Lane,Thrapston,,Kettering,NN14 4QL,Midlands,"Thrapston, North Northamptonshire, East Midlands, England, NN14 4QL, United Kingdom","(52.400050214691426, -0.5367221155961391, 0.0)",52.400050214691426,-0.5367221155961391,0.0\nNeston Medical Centre,14-18 Liverpool Road,,,Neston,CH64 3RA,North West,"Neston, Cheshire West and Chester, North West England, England, CH64 3RA, United Kingdom","(53.29180219851556, -3.0643501281403713, 0.0)",53.29180219851556,-3.0643501281403713,0.0\nNew Malden United Reformed Church,Malden Road,,,New Malden,KT3 6DN,London,"Royal Borough of Kingston upon Thames, London, Greater London, England, KT3 6DN, United Kingdom","(51.39723473735684, -0.25205962419635136, 0.0)",51.39723473735684,-0.25205962419635136,0.0\nNew Milton Health Centre,Spencer Road,,,New Milton,BH25 6EN,South East,"New Milton, New Forest, Hampshire, South East England, England, BH25 6EN, United Kingdom","(50.75478061087382, -1.654984496191793, 0.0)",50.75478061087382,-1.654984496191793,0.0\nNewbury Racecourse,Racecourse Road,,,Newbury,RG14 7NZ,South East,"Greenham, West Berkshire, South East England, England, RG14 7NZ, United Kingdom","(51.397026905130815, -1.3070867938257629, 0.0)",51.397026905130815,-1.3070867938257629,0.0\nNewcastle Eagles Basketball,Scotswood Road,,,Newcastle upon Tyne,NE4 7AF,North East and Yorkshire,"Newcastle upon Tyne, Tyne and Wear, North East England, England, NE4 7AF, United Kingdom","(54.963768719134464, -1.636628005287081, 0.0)",54.963768719134464,-1.636628005287081,0.0\nNewcastle Racecourse,High Gosforth Park,,,Newcastle upon Tyne,NE3 5HP,North East and Yorkshire,"North Gosforth, Newcastle upon Tyne, North East England, England, NE3 5HP, United Kingdom","(55.030528189247, -1.6094611513603283, 0.0)",55.030528189247,-1.6094611513603283,0.0\nNewgate Practice,The Health Centre,Newgate Street,,Worksop,S80 1HP,North East and Yorkshire,"Worksop, Bassetlaw, Nottinghamshire, East Midlands, England, S80 1HP, United Kingdom","(53.3009468, -1.1235917, 0.0)",53.3009468,-1.1235917,0.0\nNewholme Hospital,Baslow Road,,,Bakewell,DE45 1AD,Midlands,"Bakewell CP, Bakewell, Derbyshire Dales, Derbyshire, East Midlands, England, DE45 1AD, United Kingdom","(53.21877767846223, -1.6721376286851681, 0.0)",53.21877767846223,-1.6721376286851681,0.0\nNewport Medical Practice,22 Carisbrooke High Street,,,Newport,PO30 1NR,South East,"Newport, Isle of Wight, South East England, England, PO30 1NR, United Kingdom","(50.69167292162969, -1.3120199448588081, 0.0)",50.69167292162969,-1.3120199448588081,0.0\nNewport Pagnell Medical Centre,Queens Avenue,,,Newport Pagnell,MK16 8QT,East of England,"Newport Pagnell, Milton Keynes, South East England, England, MK16 8QT, United Kingdom","(52.08645662339731, -0.7253972247711823, 0.0)",52.08645662339731,-0.7253972247711823,0.0\nNewton Abbot Racecourse,Newton Abbot Road,,,Newton Abbot,TQ12 3AF,South West,"Kingsteignton, Ideford Combe, Teignbridge, Devon, South West England, England, TQ12 3AF, United Kingdom","(50.540841380746784, -3.5998784803223702, 0.0)",50.540841380746784,-3.5998784803223702,0.0\nNewton Heath Health Centre,Newton Heath Health Centre,2 Old Church Street,,Manchester,M40 2JF,North West,"Manchester, Greater Manchester, North West England, England, M40 2JF, United Kingdom","(53.500995305520064, -2.181198854412576, 0.0)",53.500995305520064,-2.181198854412576,0.0\nNimbuscare LVS York,Askham Bar,Tadcaster Road,Dringhouses,York,YO24 1LW,North East and Yorkshire,"York, Yorkshire and the Humber, England, YO24 1LW, United Kingdom","(53.93253078779842, -1.1148308324056662, 0.0)",53.93253078779842,-1.1148308324056662,0.0\nNorden House Surgery,Norden House,Avenue Road,Winslow,Buckingham,MK18 3DW,South East,"Winslow, Buckinghamshire, South East England, England, MK18 3DW, United Kingdom","(51.94491558131651, -0.8827475765374575, 0.0)",51.94491558131651,-0.8827475765374575,0.0\nNorth Brink Practice,7-9 North Brink,,,Wisbech,PE13 1JU,East of England,"Wisbech, Fenland, Cambridgeshire, East of England, England, PE13 1JU, United Kingdom","(52.66518105205431, 0.15638284009433473, 0.0)",52.66518105205431,0.15638284009433473,0.0\nNorth Carlisle Medical Practice,Eden Street,,,Carlisle,CA3 9JZ,North East and Yorkshire,"Carlisle, Cumbria, North West England, England, CA3 9JZ, United Kingdom","(54.9101471224299, -2.943063960728076, 0.0)",54.9101471224299,-2.943063960728076,0.0\nNorth Cotswolds Hospital,Four Shires Medical Centre,Stow Road,,Moreton-in-Marsh,GL56 0DS,South West,"Moreton-in-Marsh, Cotswold, Gloucestershire, South West England, England, GL56 0DS, United Kingdom","(51.984690456569446, -1.7052508803301225, 0.0)",51.984690456569446,-1.7052508803301225,0.0\nNorth House Surgery,Hope Street,,,Crook,DL15 9HU,North East and Yorkshire,"Crook, County Durham, North East England, England, DL15 9HU, United Kingdom","(54.717011989608515, -1.7473984462279342, 0.0)",54.717011989608515,-1.7473984462279342,0.0\nNorth Park Health Centre,290 Knowsley Road,,,Bootle,L20 5DQ,North West,"Sefton, North West England, England, L20 5DQ, United Kingdom","(53.45839236704598, -2.995993815056114, 0.0)",53.45839236704598,-2.995993815056114,0.0\nNorth Petherton Rugby Club,Beggars Brook,Taunton Road,North Petherton,Bridgwater,TA6 6NW,South West,"North Petherton, North Newton, Sedgemoor, Somerset, South West England, England, TA6 6NW, United Kingdom","(51.07791271536438, -3.0196791349299454, 0.0)",51.07791271536438,-3.0196791349299454,0.0\nNorthbourne Medical Centre,193a Upper Shoreham Road,,,Shoreham-by-Sea,BN43 6BT,South East,"Adur, West Sussex, South East England, England, BN43 6BT, United Kingdom","(50.840955125131046, -0.26024424531537493, 0.0)",50.840955125131046,-0.26024424531537493,0.0\nNorthlands Surgery,North Street,,,Calne,SN11 0HH,South West,"Calne, Wiltshire, South West England, England, SN11 0HH, United Kingdom","(51.4416737866598, -2.0058789410908187, 0.0)",51.4416737866598,-2.0058789410908187,0.0\nNorthowram Surgery,Northowram Green,Northowram,,Halifax,HX3 7JE,North East and Yorkshire,"Northowram, Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX3 7JE, United Kingdom","(53.74133260874577, -1.8311865164194128, 0.0)",53.74133260874577,-1.8311865164194128,0.0\nNorthway Medical Practice,7-8 Alderwood Precinct,Sedgley,,Dudley,DY3 3QY,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY3 3QY, United Kingdom","(52.54819071825815, -2.1316748777516086, 0.0)",52.54819071825815,-2.1316748777516086,0.0\nNumber 1 Riverside,Smith Street,,,Rochdale,OL16 1XU,North West,"Rochdale, Greater Manchester, North West England, England, OL16 1XU, United Kingdom","(53.61692970640789, -2.1534272904174085, 0.0)",53.61692970640789,-2.1534272904174085,0.0\nNursery Lane Medical Centre,Nursery Lane,Ovenden,,Halifax,HX3 5TE,North East and Yorkshire,"Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX3 5TE, United Kingdom","(53.74178008333815, -1.882309388909312, 0.0)",53.74178008333815,-1.882309388909312,0.0\nOadby Racecourse,Leicester Road,Oadby,,Leicester,LE2 4AL,Midlands,"Oadby and Wigston, Leicestershire, East Midlands, England, LE2 4AL, United Kingdom","(52.603104804802655, -1.0968120078934618, 0.0)",52.603104804802655,-1.0968120078934618,0.0\nOak House,Oak House,Moorhead Way,Bramley,Rotherham,S66 1YY,North East and Yorkshire,"Bramley, Rotherham, Yorkshire and the Humber, England, S66 1YY, United Kingdom","(53.42194582687802, -1.2541860882076676, 0.0)",53.42194582687802,-1.2541860882076676,0.0\nOak Park Leisure Centre,Coppice Road,Walsall Wood,,Walsall,WS9 9BH,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS9 9BH, United Kingdom","(52.63025314447269, -1.9321420979518038, 0.0)",52.63025314447269,-1.9321420979518038,0.0\nOaklands Health Centre,Stade Street,,,Hythe,CT21 6BD,South East,"Hythe, Folkestone and Hythe, Kent, South East England, England, CT21 6BD, United Kingdom","(51.06969192409108, 1.0826755305254963, 0.0)",51.06969192409108,1.0826755305254963,0.0\nOaklands Village and Community Care Centre,Oakland Village,Hall Farm Road,,Swadlincote,DE11 8LH,Midlands,"South Derbyshire, Derbyshire, East Midlands, England, DE11 8LH, United Kingdom","(52.774853976337845, -1.549962777137444, 0.0)",52.774853976337845,-1.549962777137444,0.0\nOaklodge Medical Centre,234 Burnt Oak Broadway,,,Edgware,HA8 0AP,London,HA8 0AP,"(51.603679593188254, -0.27069924774956655, 0.0)",51.603679593188254,-0.27069924774956655,0.0\nOakridge Medical Centre,30 Texel Close,Oakridge Park,,Milton Keynes,MK14 6GL,East of England,"Oakridge Park Local Centre, Stantonbury, Old Haversham, Milton Keynes, South East England, England, MK14 6GL, United Kingdom","(52.068355709235234, -0.7778499471024827, 0.0)",52.068355709235234,-0.7778499471024827,0.0\nOaks Park Medical Centre,Oaks Park Medical Centre,17 Oakfield Road,,London,SE20 8QA,London,"London Borough of Bromley, London, Greater London, England, SE20 8QA, United Kingdom","(51.412771027282524, -0.06420600390126059, 0.0)",51.412771027282524,-0.06420600390126059,0.0\nOakwood Lane Medical Practice,2 Amberton Terrace,Gipton,,Leeds,LS8 3BZ,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS8 3BZ, United Kingdom","(53.819982346934204, -1.4939306625688702, 0.0)",53.819982346934204,-1.4939306625688702,0.0\nOkehampton Medical Centre,East Street,,,Okehampton,EX20 1AY,South West,"Okehampton, West Devon, Devon, South West England, England, EX20 1AY, United Kingdom","(50.738794619090854, -3.9975932058328394, 0.0)",50.738794619090854,-3.9975932058328394,0.0\nOld Coulsdon Congregational Church,Coulsdon Road,,,Coulsdon,CR5 1EH,London,"London Borough of Croydon, London, Greater London, England, CR5 1EH, United Kingdom","(51.305758365798, -0.11904854139644971, 0.0)",51.305758365798,-0.11904854139644971,0.0\nOmbersley Medical Centre,Main Road,Ombersley,,Droitwich,WR9 0EL,Midlands,"Ombersley, Wychavon, Worcestershire, West Midlands, England, WR9 0EL, United Kingdom","(52.276554106622385, -2.229023158493306, 0.0)",52.276554106622385,-2.229023158493306,0.0\nOne Life,Park Road,,,Hartlepool,TS24 7PW,North East and Yorkshire,"Hartlepool, North East England, England, TS24 7PW, United Kingdom","(54.68188711840477, -1.2151462406077385, 0.0)",54.68188711840477,-1.2151462406077385,0.0\nOne Stop Shop - Kirkby,The Kirkby Centre,Norwich Way,,Liverpool,L32 8XY,North West,"Knowsley, North West England, England, L32 8XY, United Kingdom","(53.48217347427717, -2.8905377293387993, 0.0)",53.48217347427717,-2.8905377293387993,0.0\nOpen Door,Albion Street,,,Grimsby,DN32 7DL,North East and Yorkshire,"North East Lincolnshire, Yorkshire and the Humber, England, DN32 7DL, United Kingdom","(53.5722486457548, -0.0687034089580788, 0.0)",53.5722486457548,-0.0687034089580788,0.0\nOrchard House Surgery,29 South William Street,,,Workington,CA14 2ED,North East and Yorkshire,"Workington, Allerdale, Cumbria, North West England, England, CA14 2ED, United Kingdom","(54.645567662333335, -3.5497321703587645, 0.0)",54.645567662333335,-3.5497321703587645,0.0\nOrford Jubilee Hub,Jubilee Way,,,Warrington,WA2 8HE,North West,"Warrington, North West England, England, WA2 8HE, United Kingdom","(53.405188292117714, -2.59060659578735, 0.0)",53.405188292117714,-2.59060659578735,0.0\nOrpington Health and Wellbeing Centre,19 Homefield Rise,,,Orpington,BR6 0FE,London,"London Borough of Bromley, London, Greater London, England, BR6 0FE, United Kingdom","(51.375409727816496, 0.10104130295951272, 0.0)",51.375409727816496,0.10104130295951272,0.0\nOver Community Hall,16 The Doles,Over,,Cambridge,CB24 5NW,East of England,CB24 5NW,"(52.31463975880435, 0.011322789226725248, 0.0)",52.31463975880435,0.011322789226725248,0.0\nOver Wyre Medical Centre,Wilkinson Way,Preesall,,Poulton-Le-Fylde,FY6 0FA,North West,"Preesall, Wyre, Lancashire, North West England, England, FY6 0FA, United Kingdom","(53.9277555, -2.9767959, 0.0)",53.9277555,-2.9767959,0.0\nOxford Centre,The Oxford Centre,West Farm Avenue,,Newcastle Upon Tyne,NE12 8LT,North East and Yorkshire,"North Tyneside, North East England, England, NE12 8LT, United Kingdom","(55.01163115471637, -1.5864704620050587, 0.0)",55.01163115471637,-1.5864704620050587,0.0\n"Oxleas NHS Foundation Trust, Wensley Close",Wensley Close,,,London,SE9 5AB,London,"Royal Borough of Greenwich, London, Greater London, England, SE9 5AB, United Kingdom","(51.449085162095486, 0.05252367301889268, 0.0)",51.449085162095486,0.05252367301889268,0.0\nPark Medical Centre,Ball Haye Road,,,Leek,ST13 6QR,Midlands,"Leek, Staffordshire Moorlands, Staffordshire, West Midlands, England, ST13 6QR, United Kingdom","(53.10725527437337, -2.02051330326922, 0.0)",53.10725527437337,-2.02051330326922,0.0\nPark Royal Medical Practice,Health & Well-Being Hub,Central Middlesex Hospital,Acton Lane,London,NW10 7NS,London,"Central Park, Harlesden, London Borough of Brent, London, Greater London, England, NW10 7NS, United Kingdom","(51.5315797826059, -0.26759697089236695, 0.0)",51.5315797826059,-0.26759697089236695,0.0\nPark Surgery,4 Alexandra Road,,,Great Yarmouth,NR30 2HW,East of England,"Great Yarmouth, Norfolk, East of England, England, NR30 2HW, United Kingdom","(52.60623205716726, 1.7292374826129973, 0.0)",52.60623205716726,1.7292374826129973,0.0\nPark Surgery,Albion Way,,,Horsham,RH12 1BG,South East,"Horsham, West Sussex, South East England, England, RH12 1BG, United Kingdom","(51.064354049926, -0.327380687035816, 0.0)",51.064354049926,-0.327380687035816,0.0\nPark Surgery,Hursley Road,Chandler\'s Ford,,Eastleigh,SO53 2ZH,South East,"Chandler\'s Ford, Eastleigh, Hampshire, South East England, England, SO53 2ZH, United Kingdom","(50.985247451780964, -1.3852642501665526, 0.0)",50.985247451780964,-1.3852642501665526,0.0\nParkshot Medical Practice,18 Parkshot,,,Richmond,TW9 2RG,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW9 2RG, United Kingdom","(51.46427265981597, -0.3024369592409394, 0.0)",51.46427265981597,-0.3024369592409394,0.0\nParkview Medical Centre,Orphan Drive,Tuebrook,,Liverpool,L6 7UN,North West,"Liverpool, North West England, England, L6 7UN, United Kingdom","(53.42148679013391, -2.9347656402846365, 0.0)",53.42148679013391,-2.9347656402846365,0.0\nParkway Health Centre,Parkway,New Addington,,Croydon,CR0 0JA,London,"London Borough of Croydon, London, Greater London, England, CR0 0JA, United Kingdom","(51.3433947, -0.0182634, 0.0)",51.3433947,-0.0182634,0.0\nParkway Surgery,20 Parkway,,,Welwyn Garden City,AL8 6HG,East of England,"Welwyn Hatfield, Hertfordshire, East of England, England, AL8 6HG, United Kingdom","(51.803507821103096, -0.20862856489941192, 0.0)",51.803507821103096,-0.20862856489941192,0.0\nParsloes Surgery,370 Parsloes Avenue,,,Dagenham,RM9 5QP,London,"London Borough of Barking and Dagenham, London, Greater London, England, RM9 5QP, United Kingdom","(51.55120944246828, 0.13105745861785306, 0.0)",51.55120944246828,0.13105745861785306,0.0\nParson\'s Green Health Centre,5-7 Parsons Green,,,London,SW6 4UL,London,"London Borough of Hammersmith and Fulham, London, Greater London, England, SW6 4UL, United Kingdom","(51.474418084010956, -0.20029923580352893, 0.0)",51.474418084010956,-0.20029923580352893,0.0\nPartington Health Centre,Central Road,Partington,,Manchester,M31 4FY,North West,"Partington, Trafford, Greater Manchester, North West England, England, M31 4FY, United Kingdom","(53.416765151987185, -2.425017244715708, 0.0)",53.416765151987185,-2.425017244715708,0.0\nPavillions,Millbay Road,,,Plymouth,PL1 3LF,South West,"Plymouth, South West England, England, PL1 3LF, United Kingdom","(50.3681848, -4.1487502, 0.0)",50.3681848,-4.1487502,0.0\nPaxton Green Group Practice,Paxton Green Health Centre,1 Alleyn Park,,London,SE21 8AU,London,"London Borough of Southwark, London, Greater London, England, SE21 8AU, United Kingdom","(51.430297603900975, -0.08609449402716393, 0.0)",51.430297603900975,-0.08609449402716393,0.0\nPeckwater Centre,6 Peckwater Street,Kentish Town,,London,NW5 2UP,London,"London Borough of Camden, London, Greater London, England, NW5 2UP, United Kingdom","(51.55039128070142, -0.13781174946940802, 0.0)",51.55039128070142,-0.13781174946940802,0.0\nPelton & Fellrose Medical Group,Fellrose Surgery,Craghead Road,Pelton Fell,Chester le Street,DH2 2NH,North East and Yorkshire,"Chester-le-Street, County Durham, North East England, England, DH2 2NH, United Kingdom","(54.85830702446372, -1.6082443363801804, 0.0)",54.85830702446372,-1.6082443363801804,0.0\nPenrith Hospital,Bridge Lane,,,Penrith,CA11 8HX,North East and Yorkshire,"Penrith, Eden, Cumbria, North West England, England, CA11 8HX, United Kingdom","(54.65671453166586, -2.7430106035403723, 0.0)",54.65671453166586,-2.7430106035403723,0.0\nPensilva Health Centre,School Road,Pensilva,,Liskeard,PL14 5RP,South West,"St. Ive, St Ive Keason, South West England, England, PL14 5RP, United Kingdom","(50.50374557153459, -4.410360858878732, 0.0)",50.50374557153459,-4.410360858878732,0.0\nPenwortham Cricket Club,Leyland Road,Penwortham,,Preston,PR1 9QE,North West,"Penwortham, South Ribble, Lancashire, North West England, England, PR1 9QE, United Kingdom","(53.73909264277416, -2.7083949510743652, 0.0)",53.73909264277416,-2.7083949510743652,0.0\nPeter House Surgery,Peter House,Captain Lees Road,Westhoughton,Bolton,BL5 3UB,North West,"Westhoughton, Greater Manchester, North West England, England, BL5 3UB, United Kingdom","(53.5504575147405, -2.5085539629672122, 0.0)",53.5504575147405,-2.5085539629672122,0.0\nPeterlee Community Hospital,c/o Blackhall and Peterlee Practice,O\'Neill Drive,,Peterlee,SR8 5UQ,North East and Yorkshire,"Peterlee, County Durham, North East England, England, SR8 5UQ, United Kingdom","(54.75406682727082, -1.3330388469734644, 0.0)",54.75406682727082,-1.3330388469734644,0.0\nPeterlee Health Centre - District,Peterlee Health Centre,Bede Way,,Peterlee,SR8 1AD,North East and Yorkshire,"Castle Dene Shopping Centre, Peterlee, County Durham, North East England, England, SR8 1AD, United Kingdom","(54.75794082550817, -1.335620862359273, 0.0)",54.75794082550817,-1.335620862359273,0.0\nPetersfield Festival Hall,Festival Hall,Heath Road,,Petersfield,GU31 4EA,South East,"Petersfield, East Hampshire, Hampshire, South East England, England, GU31 4EA, United Kingdom","(51.00386610586454, -0.9323652762327498, 0.0)",51.00386610586454,-0.9323652762327498,0.0\nPewsey Surgery,High Street,,,Pewsey,SN9 5AQ,South West,"Pewsey, Wiltshire, South West England, England, SN9 5AQ, United Kingdom","(51.33881871369852, -1.763835783507402, 0.0)",51.33881871369852,-1.763835783507402,0.0\nPhoenix Centre,Church Street,,,Heywood,OL10 1NR,North West,,,,,\nPickering Medical Practice,Southgate,,,Pickering,YO18 8BL,North East and Yorkshire,"Pickering, Ryedale, North Yorkshire, Yorkshire and the Humber, England, YO18 8BL, United Kingdom","(54.244884400000004, -0.7806996500000001, 0.0)",54.244884400000004,-0.7806996500000001,0.0\nPilgrim Primary Care Centre,Pilgrim Primary Care Centre,Pelham Road,,Immingham,DN40 1JW,North East and Yorkshire,"Immingham, North East Lincolnshire, Yorkshire and the Humber, England, DN40 1JW, United Kingdom","(53.6179699, -0.2061672, 0.0)",53.6179699,-0.2061672,0.0\n"Pirelli Stadium, Burton Albion",Princess Way,,,Burton-On-Trent,DE13 0AR,Midlands,"Horninglow and Eton, Stretton, East Staffordshire, Staffordshire, West Midlands, England, DE13 0AR, United Kingdom","(52.821833185214345, -1.6268605927176136, 0.0)",52.821833185214345,-1.6268605927176136,0.0\nPlant Hill Clinic,Plant Hill Clinic,Plant Hill Road,,Manchester,M9 8LX,North West,"Manchester, Greater Manchester, North West England, England, M9 8LX, United Kingdom","(53.526897377309616, -2.2249495651640174, 0.0)",53.526897377309616,-2.2249495651640174,0.0\nPlumstead Health Centre,Tewson Road,,,London,SE18 1BH,London,"Royal Borough of Greenwich, London, Greater London, England, SE18 1BH, United Kingdom","(51.48544225890155, 0.09326197593027719, 0.0)",51.48544225890155,0.09326197593027719,0.0\nPolesworth Health Centre,High Street,Polesworth,,Tamworth,B78 1DU,Midlands,"Polesworth CP, North Warwickshire, Warwickshire, West Midlands, England, B78 1DU, United Kingdom","(52.62013785099528, -1.6126290270166004, 0.0)",52.62013785099528,-1.6126290270166004,0.0\nPonteland Medical Group,Meadowfield Industrial Estate,Ponteland,,Newcastle Upon Tyne,NE20 9SD,North East and Yorkshire,"Ponteland, Northumberland, North East England, England, NE20 9SD, United Kingdom","(55.05175048117313, -1.7500326360549783, 0.0)",55.05175048117313,-1.7500326360549783,0.0\nPoplars Surgery,Holly Lane,Erdington,,Birmingham,B24 9JN,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B24 9JN, United Kingdom","(52.52863970092342, -1.8319827918596836, 0.0)",52.52863970092342,-1.8319827918596836,0.0\nPoringland Community Centre,Overtons Way,Poringland,,Norwich,NR14 7WB,East of England,"Poringland, South Norfolk, Norfolk, East of England, England, NR14 7WB, United Kingdom","(52.57037558816583, 1.343487611033969, 0.0)",52.57037558816583,1.343487611033969,0.0\nPortchester Community Centre,Westlands Grove,Portchester,,Fareham,PO16 9AD,South East,"Fareham, Hampshire, South East England, England, PO16 9AD, United Kingdom","(50.8440496940514, -1.133318687759189, 0.0)",50.8440496940514,-1.133318687759189,0.0\nPorter Brook Medical Centre,9 Sunderland Street,,,Sheffield,S11 8HN,North East and Yorkshire,S11 8HN,"(53.37049291316464, -1.4835951732013133, 0.0)",53.37049291316464,-1.4835951732013133,0.0\nPortishead Medical Group,Victoria Square,Portishead,,Bristol,BS20 6AQ,South West,"Portishead, North Somerset, South West England, England, BS20 6AQ, United Kingdom","(51.48279521000002, -2.7673164589587294, 0.0)",51.48279521000002,-2.7673164589587294,0.0\nPortland Medical Practice,60 Portland Street,,,Lincoln,LN5 7LB,Midlands,"Lincoln, Lincolnshire, East Midlands, England, LN5 7LB, United Kingdom","(53.223719850424565, -0.539073677108294, 0.0)",53.223719850424565,-0.539073677108294,0.0\nPortslade Health Centre,Church Road,Portslade,,Brighton,BN41 1LZ,South East,,,,,\nPortway Lifestyle Centre,Portway Lifestyle Centre,Newbury Lane,,Oldbury,B69 1HE,Midlands,"Lion Farm Estate, Turner\'s Portway, Rounds Green, Sandwell, West Midlands Combined Authority, West Midlands, England, B69 1HE, United Kingdom","(52.49800099411862, -2.0302475304008207, 0.0)",52.49800099411862,-2.0302475304008207,0.0\nPound Hill Medical Group,1 Crawley Lane,Pound Hill,,Crawley,RH10 7DX,South East,"Crawley, West Sussex, South East England, England, RH10 7DX, United Kingdom","(51.11879871367525, -0.15642396508984133, 0.0)",51.11879871367525,-0.15642396508984133,0.0\nPoynton Civic Centre,Civic Centre,Park Lane,Poynton,Stockport,SK12 1GP,North West,"Poynton-with-Worth, Cheshire East, North West England, England, SK12 1GP, United Kingdom","(53.349484934451375, -2.1180651561275035, 0.0)",53.349484934451375,-2.1180651561275035,0.0\nPrajapati Hall,Prajapati Hall,21 Uverscroft Road,,Leicester,LE4 6BY,Midlands,"City of Leicester, East Midlands, England, LE4 6BY, United Kingdom","(52.645213091423656, -1.1147479098222512, 0.0)",52.645213091423656,-1.1147479098222512,0.0\nPrestwich Walk in Centre,Fairfax Road,Prestwich,,Manchester,M25 1BT,North West,"Bury, Greater Manchester, North West England, England, M25 1BT, United Kingdom","(53.53392618823129, -2.2836398999358103, 0.0)",53.53392618823129,-2.2836398999358103,0.0\nPrinces Hall,Princes Way,,,Aldershot,GU11 1NX,South East,"Westgate Shopping Centre, Aldershot, Rushmoor, Hampshire, South East England, England, GU11 1NX, United Kingdom","(51.250026867224605, -0.7686470431248175, 0.0)",51.250026867224605,-0.7686470431248175,0.0\nPrincess Park Health Centre,Wartling Road,,,Eastbourne,BN22 7PG,South East,"Roselands, Eastbourne, East Sussex, South East England, England, BN22 7PG, United Kingdom","(50.78107579189704, 0.3031681881024556, 0.0)",50.78107579189704,0.3031681881024556,0.0\nPriory Campus,Pontefract Road,,,Barnsley,S71 5PN,North East and Yorkshire,"Barnsley, Yorkshire and the Humber, England, S71 5PN, United Kingdom","(53.55874100363715, -1.437976998450044, 0.0)",53.55874100363715,-1.437976998450044,0.0\nPriory Gardens Surgery,28-34 Church Street,,,Dunstable,LU6 3SU,East of England,"Dunstable, Central Bedfordshire, East of England, England, LU6 3SU, United Kingdom","(51.88566204834097, -0.5193105915140831, 0.0)",51.88566204834097,-0.5193105915140831,0.0\nPriory Gate Practice,2 Stoney Stanton Road,,,Coventry,CV1 4FS,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV1 4FS, United Kingdom","(52.41411768885143, -1.5068281912920043, 0.0)",52.41411768885143,-1.5068281912920043,0.0\nPriory View Medical Centre,2a Green Lane,New Wortley,,Leeds,LS12 1HU,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS12 1HU, United Kingdom","(53.791634513846375, -1.5751488416609023, 0.0)",53.791634513846375,-1.5751488416609023,0.0\nProspect View Medical Centre,Malvern Health Centre Surgery,Prospect View,300 Pickersleigh Road,Malvern,WR14 2GP,Midlands,"Malvern, Malvern Hills, Worcestershire, West Midlands, England, WR14 2GP, United Kingdom","(52.11353770443152, -2.308780509690787, 0.0)",52.11353770443152,-2.308780509690787,0.0\nPudding Pie Lane,Langford Surgery,Pudding Pie Lane,Langford,Bristol,BS40 5EL,South West,"Churchill, North Somerset, South West England, England, BS40 5EL, United Kingdom","(51.34039159936243, -2.7865785432550036, 0.0)",51.34039159936243,-2.7865785432550036,0.0\nPulborough Medical Group,Spiro Close,,,Pulborough,RH20 1FG,South East,"Pulborough, Horsham, West Sussex, South East England, England, RH20 1FG, United Kingdom","(50.960942311135426, -0.5090904341459078, 0.0)",50.960942311135426,-0.5090904341459078,0.0\nPump House Surgery,Nonancourt Way,Earls Colne,,Colchester,CO6 2SW,East of England,"Earls Colne, Braintree, Essex, East of England, England, CO6 2SW, United Kingdom","(51.92662481813871, 0.6952109097878423, 0.0)",51.92662481813871,0.6952109097878423,0.0\nPuzey Family Practice,The Puzey Family Practice,Southwell House,Back Lane,Rochford,SS4 1AY,East of England,SS4 1AY,"(51.58170167353989, 0.7060309129736074, 0.0)",51.58170167353989,0.7060309129736074,0.0\nQuay House Surgery,100 Westfaling Street,,,Hereford,HR4 0JF,Midlands,HR4 0JF,"(52.058811957937664, -2.7406986785466367, 0.0)",52.058811957937664,-2.7406986785466367,0.0\nQueen Marys Hospital,Queen Marys Hospital,Frognal Avenue,,Sidcup,DA14 6LT,London,"London Borough of Bexley, London, Greater London, England, DA14 6LT, United Kingdom","(51.418775318182576, 0.1034429374866779, 0.0)",51.418775318182576,0.1034429374866779,0.0\nQueen Victoria Memorial Hospital,FAO Dr Jeremy Carter,King Edward Avenue,,Herne Bay,CT6 6EB,South East,"Herne Bay, Canterbury, Kent, South East England, England, CT6 6EB, United Kingdom","(51.36788529258187, 1.1428806043954154, 0.0)",51.36788529258187,1.1428806043954154,0.0\nQueens Park Medical Centre,Farrer Street,,,Stockton-On-Tees,TS18 2AW,North East and Yorkshire,"Stockton-on-Tees, North East England, England, TS18 2AW, United Kingdom","(54.569162972365184, -1.3138796506358508, 0.0)",54.569162972365184,-1.3138796506358508,0.0\nQueensview Medical Centre,Thornton Road,Kingsthorpe,,Northampton,NN2 6LS,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN2 6LS, United Kingdom","(52.2538805534037, -0.9015561878066717, 0.0)",52.2538805534037,-0.9015561878066717,0.0\nQueensway Medical Centre,12-14 Olympic Way,,,Wellingborough,NN8 3QE,Midlands,"North Northamptonshire, East Midlands, England, NN8 3QE, United Kingdom","(52.30530134878428, -0.7177620249486037, 0.0)",52.30530134878428,-0.7177620249486037,0.0\nQuinton Park Medical Centre,51 Quinton Park,,,Coventry,CV3 5PZ,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV3 5PZ, United Kingdom","(52.39132371444693, -1.5039241942752366, 0.0)",52.39132371444693,-1.5039241942752366,0.0\nRAC Business Park,Unit 1a and 1b,Park Road,,Faringdon,SN7 7BP,South East,"Great Faringdon, Vale of White Horse, Oxfordshire, South East England, England, SN7 7BP, United Kingdom","(51.652396568026475, -1.5832942787081792, 0.0)",51.652396568026475,-1.5832942787081792,0.0\nRailway Medical Group,Gatacre Street,,,Blyth,NE24 1HD,North East and Yorkshire,"Blyth, Northumberland, North East England, England, NE24 1HD, United Kingdom","(55.12881352172542, -1.514234267530027, 0.0)",55.12881352172542,-1.514234267530027,0.0\nRamada Hotel,Chesford Bridge,,,Kenilworth,CV8 2LN,Midlands,"Blackdown, Warwick, Warwickshire, West Midlands, England, CV8 2LN, United Kingdom","(52.3250285511542, -1.5556574101466345, 0.0)",52.3250285511542,-1.5556574101466345,0.0\nRamsbottom Civic Hall,Market Place,Ramsbottom,,Bury,BL0 9AJ,North West,"Bury, Greater Manchester, North West England, England, BL0 9AJ, United Kingdom","(53.6490561, -2.3189197, 0.0)",53.6490561,-2.3189197,0.0\nRamsbury Surgery,Whittonditch Road,Ramsbury,,Marlborough,SN8 2QT,South West,"Ramsbury, Wiltshire, South West England, England, SN8 2QT, United Kingdom","(51.44625828829092, -1.5938810211787209, 0.0)",51.44625828829092,-1.5938810211787209,0.0\nRawling Rd,1 Rawling Road,Bensham,,Gateshead,NE8 4QS,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE8 4QS, United Kingdom","(54.95102837178311, -1.6139942479241312, 0.0)",54.95102837178311,-1.6139942479241312,0.0\nRawmarsh Customer Service Centre,Barbers Avenue,Rawmarsh,,Rotherham,S62 6AE,North East and Yorkshire,"Rotherham, Yorkshire and the Humber, England, S62 6AE, United Kingdom","(53.45708531827844, -1.3382134689349927, 0.0)",53.45708531827844,-1.3382134689349927,0.0\nRawtenstall Primary Health Care Centre,161 Bacup Road,Rawtenstall,,Rossendale,BB4 7PL,North West,"Rossendale, Lancashire, North West England, England, BB4 7PL, United Kingdom","(53.70081025706162, -2.2806630320798105, 0.0)",53.70081025706162,-2.2806630320798105,0.0\nRecreation Centre On Royal Free Hospital Site,Royal Free Hospital,Pond Street,,London,NW3 2QG,London,NW3 2QG,"(51.55308811225181, -0.16517312731407552, 0.0)",51.55308811225181,-0.16517312731407552,0.0\nRedbridge Town Hall,128-142 High Road,,,Ilford,IG1 1DD,London,"London Borough of Redbridge, London, Greater London, England, IG1 1DD, United Kingdom","(51.55888204524556, 0.07411138086062372, 0.0)",51.55888204524556,0.07411138086062372,0.0\nRedcar Primary Care Hospital,West Dyke Road,,,Redcar,TS10 4NW,North East and Yorkshire,"Redcar and Cleveland, North East England, England, TS10 4NW, United Kingdom","(54.59928634350819, -1.0687920461041562, 0.0)",54.59928634350819,-1.0687920461041562,0.0\nRedruth Health Centre (North Kerrier West),Forth Noweth,,,Redruth,TR15 1AU,South West,"Redruth, South West England, England, TR15 1AU, United Kingdom","(50.23435717710703, -5.232413492606142, 0.0)",50.23435717710703,-5.232413492606142,0.0\nRetford Hospital Outpatients Department,Retford Hospital,North Road,,Retford,DN22 7XF,North East and Yorkshire,"Bassetlaw, Nottinghamshire, East Midlands, England, DN22 7XF, United Kingdom","(53.325451098629735, -0.950633587341701, 0.0)",53.325451098629735,-0.950633587341701,0.0\nRevival Fires,117-120 Wolverhampton Street,,,Dudley,DY1 3AL,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY1 3AL, United Kingdom","(52.512253483268424, -2.092771369700806, 0.0)",52.512253483268424,-2.092771369700806,0.0\nRichard Herrod Leisure Centre,Foxhill Road,Carlton,,Nottingham,NG4 1RL,Midlands,"Gedling, Nottinghamshire, East Midlands, England, NG4 1RL, United Kingdom","(52.97012326191962, -1.1003265675287044, 0.0)",52.97012326191962,-1.1003265675287044,0.0\nRichardson Community Hospital,Victoria Road,,,Barnard Castle,DL12 8HT,North East and Yorkshire,"Barnard Castle, County Durham, North East England, England, DL12 8HT, United Kingdom","(54.54567606011407, -1.9161194063424973, 0.0)",54.54567606011407,-1.9161194063424973,0.0\nRichford Gate Medical Centre,Richford Gate,Richford Street,,London,W6 7HY,London,"London Borough of Hammersmith and Fulham, London, Greater London, England, W6 7HY, United Kingdom","(51.50043643343893, -0.22657435570529033, 0.0)",51.50043643343893,-0.22657435570529033,0.0\nRichmond Medical Centre,179 Richmond Road,,,Solihull,B92 7SA,Midlands,"Solihull, West Midlands Combined Authority, West Midlands, England, B92 7SA, United Kingdom","(52.44755851537185, -1.7992365732565263, 0.0)",52.44755851537185,-1.7992365732565263,0.0\nRipon Racecourse,Wakeman Bar,Boroughbridge Road,,Ripon,HG4 1UG,North East and Yorkshire,"Littlethorpe, Harrogate, North Yorkshire, Yorkshire and the Humber, England, HG4 1UG, United Kingdom","(54.12443374102018, -1.504414213414089, 0.0)",54.12443374102018,-1.504414213414089,0.0\nRisborough Community Centre,Stratton Road,,,Princes Risborough,HP27 9AX,South East,"Princes Risborough, Whiteleaf, Buckinghamshire, South East England, England, HP27 9AX, United Kingdom","(51.724527032546774, -0.8376938647394223, 0.0)",51.724527032546774,-0.8376938647394223,0.0\nRiver Brook Medical Centre,3 River Brook Drive,Stirchley,,Birmingham,B30 2SH,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B30 2SH, United Kingdom","(52.43297430049637, -1.9136821367869115, 0.0)",52.43297430049637,-1.9136821367869115,0.0\nRiver Lodge Surgery,Malling Street,,,Lewes,BN7 2RD,South East,"Lewes, East Sussex, South East England, England, BN7 2RD, United Kingdom","(50.874835916274485, 0.018817750795318573, 0.0)",50.874835916274485,0.018817750795318573,0.0\nRiverbank,Walford Avenue,Worle,,Weston-Super-Mare,BS22 7YZ,South West,"Weston-super-Mare, North Somerset, South West England, England, BS22 7YZ, United Kingdom","(51.370789221604205, -2.9073441722793656, 0.0)",51.370789221604205,-2.9073441722793656,0.0\nRiverbank Medical Centre,Dodsley Lane,Easebourne,,Midhurst,GU29 9AW,South East,"Easebourne, Chichester, West Sussex, South East England, England, GU29 9AW, United Kingdom","(50.993450611633484, -0.7354209405539202, 0.0)",50.993450611633484,-0.7354209405539202,0.0\nRivermead Gate Medical Practice,123 Rectory Lane,,,Chelmsford,CM1 1TR,East of England,"Chelmsford town, Chelmsford, Essex, East of England, England, CM1 1TR, United Kingdom","(51.7408486775953, 0.47288671461769183, 0.0)",51.7408486775953,0.47288671461769183,0.0\nRiverside Medical Practice,Alma Street,,,Stockton-On-Tees,TS18 2AP,North East and Yorkshire,"Stockton-on-Tees, North East England, England, TS18 2AP, United Kingdom","(54.568857999313515, -1.3155706930146693, 0.0)",54.568857999313515,-1.3155706930146693,0.0\nRiverside Surgery,Barnard Avenue,,,Brigg,DN20 8AS,North East and Yorkshire,"Brigg, North Lincolnshire, Yorkshire and the Humber, England, DN20 8AS, United Kingdom","(53.55358426609836, -0.4918233675373367, 0.0)",53.55358426609836,-0.4918233675373367,0.0\nRiverside Surgery,Waterside,,,Evesham,WR11 1JP,Midlands,"Evesham, Wychavon, Worcestershire, West Midlands, England, WR11 1JP, United Kingdom","(52.08661790216308, -1.947780165331613, 0.0)",52.08661790216308,-1.947780165331613,0.0\nRiverview Health Centre,Riverview Health Centre,Borough Road,,Sunderland,SR1 2HJ,North East and Yorkshire,"Sunderland, North East England, England, SR1 2HJ, United Kingdom","(54.90551642149502, -1.3732403470190566, 0.0)",54.90551642149502,-1.3732403470190566,0.0\nRobin Hood Lane Health Centre,Robin Hood Lane,\xa0,\xa0,Sutton,SM1 2RJ,London,"London Borough of Sutton, London, Greater London, England, SM1 2RJ, United Kingdom","(51.3630548, -0.1968483, 0.0)",51.3630548,-0.1968483,0.0\nRobin Park Leisure Centre,Loire Drive,Robin Park,,Wigan,WN5 0UL,North West,"Robin Park, Newtown, Wigan, Greater Manchester, North West England, England, WN5 0UL, United Kingdom","(53.54573370572259, -2.655413960352767, 0.0)",53.54573370572259,-2.655413960352767,0.0\nRochester & Lordswood Healthy Living Centre,Health Living Centre,Delce Road,,Rochester,ME1 2EL,South East,"Rochester, Kent, South East England, England, ME1 2EL, United Kingdom","(51.3793194, 0.5075533, 0.0)",51.3793194,0.5075533,0.0\nRoebuck Surgery,114 Broadwater Crescent,,,Stevenage,SG2 8HW,East of England,"Stevenage, Hertfordshire, East of England, England, SG2 8HW, United Kingdom","(51.8845288484969, -0.18771114702882213, 0.0)",51.8845288484969,-0.18771114702882213,0.0\nRoman Way Hotel,Watling Street,,,Cannock,WS11 1SH,Midlands,"Hatherton, South Staffordshire, Staffordshire, West Midlands, England, WS11 1SH, United Kingdom","(52.679719888153066, -2.0534871570141373, 0.0)",52.679719888153066,-2.0534871570141373,0.0\nRosebank Surgery,153b Stroud Road,,,Gloucester,GL1 5JQ,South West,"Gloucester, Gloucestershire, South West England, England, GL1 5JQ, United Kingdom","(51.852611346031544, -2.242193910458308, 0.0)",51.852611346031544,-2.242193910458308,0.0\nRossi\'s Leisure Centre,Tungate,,,North Walsham,NR28 0JQ,East of England,"North Walsham, North Norfolk, Norfolk, East of England, England, NR28 0JQ, United Kingdom","(52.81659239669727, 1.3660861257743877, 0.0)",52.81659239669727,1.3660861257743877,0.0\nRotherham Leisure Centre,Effingham Street,,,Rotherham,S65 1BL,North East and Yorkshire,"Rotherham, Yorkshire and the Humber, England, S65 1BL, United Kingdom","(53.43776202582014, -1.3523646851149504, 0.0)",53.43776202582014,-1.3523646851149504,0.0\nRowcroft Medical Centre,Rowcroft Retreat,,,Stroud,GL5 3BE,South West,"Stroud, Gloucestershire, South West England, England, GL5 3BE, United Kingdom","(51.74565267773082, -2.219616587586719, 0.0)",51.74565267773082,-2.219616587586719,0.0\nRowden Medical Partnership,Rowden Hill,,,Chippenham,SN15 2SB,South West,"Chippenham, Wiltshire, South West England, England, SN15 2SB, United Kingdom","(51.45385341264668, -2.1251008200915056, 0.0)",51.45385341264668,-2.1251008200915056,0.0\nRoyal Leamington Spa Rehabilitation Hospital,Heathcote Lane,Heathcote,,Warwick,CV34 6SR,Midlands,"Warwick, Warwickshire, West Midlands, England, CV34 6SR, United Kingdom","(52.268556256933806, -1.540406072411647, 0.0)",52.268556256933806,-1.540406072411647,0.0\nRoyal South Hants Hospital,Brinton\'s Terrace,,,Southampton,SO14 0YG,South East,"Southampton, South East England, England, SO14 0YG, United Kingdom","(50.91249462473419, -1.3968261415821417, 0.0)",50.91249462473419,-1.3968261415821417,0.0\nRoyston Health Centre,Melbourn Street,,,Royston,SG8 7BS,East of England,"Royston, North Hertfordshire, Hertfordshire, East of England, England, SG8 7BS, United Kingdom","(52.04876849923631, -0.020744577618130547, 0.0)",52.04876849923631,-0.020744577618130547,0.0\nRoyton Health and Well Being Centre,Royton Health Wellbeing Centre,Park Street,Royton,Oldham,OL2 6QW,North West,"Oldham, Greater Manchester, North West England, England, OL2 6QW, United Kingdom","(53.566092721001326, -2.1215962239603887, 0.0)",53.566092721001326,-2.1215962239603887,0.0\nRustons Sports and Social Club,Newark Road,,,Lincoln,LN6 8RN,Midlands,"Lincoln, Lincolnshire, East Midlands, England, LN6 8RN, United Kingdom","(53.196142111073826, -0.5748323423552151, 0.0)",53.196142111073826,-0.5748323423552151,0.0\nRutland County Council,Catmose House,Catmose Street,,Oakham,LE15 6HP,Midlands,"Oakham, Rutland, East Midlands, England, LE15 6HP, United Kingdom","(52.66825598245734, -0.7248062583764632, 0.0)",52.66825598245734,-0.7248062583764632,0.0\nRyecroft Surgery,Ryecroft Surgery,Broad Street,,Newcastle,ST5 2BQ,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST5 2BQ, United Kingdom","(53.014158249999994, -2.2289632499999996, 0.0)",53.014158249999994,-2.2289632499999996,0.0\nSaga Call Centre,Haines Road,,,Ramsgate,CT12 5ZW,South East,"Ramsgate, Thanet, Kent, South East England, England, CT12 5ZW, United Kingdom","(51.355393243284865, 1.3900376304203148, 0.0)",51.355393243284865,1.3900376304203148,0.0\nSalisbury Cathedral,6 The Close,,,Salisbury,SP1 2EF,South West,"Salisbury, Wiltshire, South West England, England, SP1 2EF, United Kingdom","(51.06526768052398, -1.7954487576157758, 0.0)",51.06526768052398,-1.7954487576157758,0.0\n"Salisbury Plain Health Centre, Larkhill",Willoughby Road,Larkhill,,Salisbury,SP4 8QY,South West,"Durrington, Wiltshire, South West England, England, SP4 8QY, United Kingdom","(51.19770874099276, -1.8212400479119848, 0.0)",51.19770874099276,-1.8212400479119848,0.0\nSalt Hill Activity Centre,Bath Road,,,Slough,SL1 3SS,South East,"Slough, South East England, England, SL1 3SS, United Kingdom","(51.51175989281142, -0.6071642442116261, 0.0)",51.51175989281142,-0.6071642442116261,0.0\nSaltley Health Centre,Saltley Health Centre,Cradock Road,Saltley,Birmingham,B8 1RZ,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B8 1RZ, United Kingdom","(52.49081074285917, -1.8519943130215886, 0.0)",52.49081074285917,-1.8519943130215886,0.0\nSalvation Army,Frobisher Way,Shoeburyness,,Southend-on-Sea,SS3 8UT,East of England,"Southend-on-Sea, East of England, England, SS3 8UT, United Kingdom","(51.54221105214753, 0.7844806303777694, 0.0)",51.54221105214753,0.7844806303777694,0.0\nSamuel Johnson Community Hospital,Trent Valley Road,,,Lichfield,WS13 6EF,Midlands,"Lichfield, Staffordshire, West Midlands, England, WS13 6EF, United Kingdom","(52.68588439474345, -1.8155078989230535, 0.0)",52.68588439474345,-1.8155078989230535,0.0\nSandal RUFC,Milnthorpe Green,Standbridge Lane,,Wakefield,WF2 7DY,North East and Yorkshire,"Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF2 7DY, United Kingdom","(53.64931813057876, -1.4941852554634603, 0.0)",53.64931813057876,-1.4941852554634603,0.0\nSaxmundham Health,Lambsale Meadow,,,Saxmundham,IP17 1DY,East of England,"Saxmundham, East Suffolk, Suffolk, East of England, England, IP17 1DY, United Kingdom","(52.21795984068191, 1.4918781417746065, 0.0)",52.21795984068191,1.4918781417746065,0.0\nSaxon Hall,Aviation Way,Southend Airport,,Southend-on-Sea,SS2 6UN,East of England,"Rochford, Essex, East of England, England, SS2 6UN, United Kingdom","(51.57145523106, 0.6857828588167455, 0.0)",51.57145523106,0.6857828588167455,0.0\nSaxon Hall Hereford,Putson Community Centre,Hoarwithy Road,,Hereford,HR2 6HE,Midlands,HR2 6HE,"(52.03742507586388, -2.711158786096877, 0.0)",52.03742507586388,-2.711158786096877,0.0\nSaxonbrook,Maidenbower Square,Maidenbower,,Crawley,RH10 7QH,South East,"Maidenbower, Furnace Green, Crawley, West Sussex, South East England, England, RH10 7QH, United Kingdom","(51.107852637988536, -0.15342437624590177, 0.0)",51.107852637988536,-0.15342437624590177,0.0\nSaxonbury House Medical Group,Croft Road,,,Crowborough,TN6 1DL,South East,"Beeches, Crowborough, Wealden, East Sussex, South East England, England, TN6 1DL, United Kingdom","(51.05836745458394, 0.16200984358931905, 0.0)",51.05836745458394,0.16200984358931905,0.0\nScarborough Rugby Club,569 Scalby Road,,,Scarborough,YO13 0NL,North East and Yorkshire,"Burniston, Scarborough, North Yorkshire, Yorkshire and the Humber, England, YO13 0NL, United Kingdom","(54.309823249494265, -0.4451843692491949, 0.0)",54.309823249494265,-0.4451843692491949,0.0\nScartho Medical Centre,Scartho Medical Practice,Springfield Road,Scartho,Grimsby,DN33 3JF,North East and Yorkshire,"North East Lincolnshire, Yorkshire and the Humber, England, DN33 3JF, United Kingdom","(53.5366334, -0.0954626, 0.0)",53.5366334,-0.0954626,0.0\nSeaham Primary Care Centre,Seaham Primary Care Centre,St Johns Square,,Seaham,SR7 7JE,North East and Yorkshire,"Seaham, County Durham, North East England, England, SR7 7JE, United Kingdom","(54.835773681533425, -1.3354828575635127, 0.0)",54.835773681533425,-1.3354828575635127,0.0\nSeaton,Seaton & District Community Hospita,Valley View Road,,Seaton,EX12 2UU,South West,"Seaton, East Devon, Devon, South West England, England, EX12 2UU, United Kingdom","(50.71195363715828, -3.071761696511389, 0.0)",50.71195363715828,-3.071761696511389,0.0\nSelby Leisure Centre,Selby Leisure Centre,Scott Road,,Selby,YO8 4BL,North East and Yorkshire,"Selby, North Yorkshire, Yorkshire and the Humber, England, YO8 4BL, United Kingdom","(53.78516437219289, -1.0744358481514698, 0.0)",53.78516437219289,-1.0744358481514698,0.0\nSevern Fields Medical Practice,Sundorne Road,,,Shrewsbury,SY1 4RQ,Midlands,"Shrewsbury, Shropshire, West Midlands, England, SY1 4RQ, United Kingdom","(52.72803134900755, -2.721621235203717, 0.0)",52.72803134900755,-2.721621235203717,0.0\nSevernview Family Practice,Eastland Road,Thornbury,,Bristol,BS35 1DP,South West,"Thornbury, South Gloucestershire, South West England, England, BS35 1DP, United Kingdom","(51.61252375696413, -2.517723909986297, 0.0)",51.61252375696413,-2.517723909986297,0.0\nShape Mendip,Council Offices,Cannards Grave Road,,Shepton Mallet,BA4 5BT,South West,"Shepton Mallet, Mendip, Somerset, South West England, England, BA4 5BT, United Kingdom","(51.18705000976064, -2.5473329821677106, 0.0)",51.18705000976064,-2.5473329821677106,0.0\nSharley Park Leisure Centre,Market Street,Clay Cross,,Chesterfield,S45 9LX,Midlands,"Clay Cross CP, Henmoor, North East Derbyshire, Derbyshire, East Midlands, England, S45 9LX, United Kingdom","(53.1690581063532, -1.4056852385471765, 0.0)",53.1690581063532,-1.4056852385471765,0.0\nShay Lane Medical Centre,13 Shay Lane,Hale Barns,,Altrincham,WA15 8NZ,North West,"Trafford, Greater Manchester, North West England, England, WA15 8NZ, United Kingdom","(53.372188691815474, -2.3155601975405546, 0.0)",53.372188691815474,-2.3155601975405546,0.0\nSheepcot Medical Centre,6 Cunningham Way,Leavesden,,Watford,WD25 7NL,East of England,"Abbotswood Park, Abbots Langley, Leavesden, Three Rivers, Hertfordshire, East of England, England, WD25 7NL, United Kingdom","(51.69518618071918, -0.41292077005793537, 0.0)",51.69518618071918,-0.41292077005793537,0.0\nSheerness Health Centre,Sheerness Health Centre,250-262 High Street,,Sheerness,ME12 1UP,South East,"Sheerness, Swale, Kent, South East England, England, ME12 1UP, United Kingdom","(51.43611944263366, 0.7666389465678147, 0.0)",51.43611944263366,0.7666389465678147,0.0\nShefford Health Centre,Robert Lucas Drive,,,Shefford,SG17 5FS,East of England,"Shefford, Central Bedfordshire, East of England, England, SG17 5FS, United Kingdom","(52.03475037837908, -0.32162763420219365, 0.0)",52.03475037837908,-0.32162763420219365,0.0\nShenstone House Surgery,Shenstone House,Elland Road,Churwell,Leeds,LS27 7PX,North East and Yorkshire,"Morley, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS27 7PX, United Kingdom","(53.75896286696646, -1.5927575789909294, 0.0)",53.75896286696646,-1.5927575789909294,0.0\nSheringham Medical Practice,Cromer Road,,,Sheringham,NR26 8RT,East of England,"Sheringham, North Norfolk, Norfolk, East of England, England, NR26 8RT, United Kingdom","(52.93969027704187, 1.214764916450571, 0.0)",52.93969027704187,1.214764916450571,0.0\nShipley Health Centre,Shipley Medical Practice,Alexandra Road,,Shipley,BD18 3EG,North East and Yorkshire,"Shipley, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD18 3EG, United Kingdom","(53.83269413065413, -1.781273907812822, 0.0)",53.83269413065413,-1.781273907812822,0.0\nShirebrook Leisure Centre,Park Road,Shirebrook,,Mansfield,NG20 8JQ,Midlands,"Shirebrook, Upper Langwith, Bolsover, Derbyshire, East Midlands, England, NG20 8JQ, United Kingdom","(53.20534268081589, -1.2167332740161796, 0.0)",53.20534268081589,-1.2167332740161796,0.0\nShirehampton Group Practice,Pembroke Road,Shirehampton,,Bristol,BS11 9SB,South West,"Bristol, City of Bristol, South West England, England, BS11 9SB, United Kingdom","(51.48946334981208, -2.6782172836348153, 0.0)",51.48946334981208,-2.6782172836348153,0.0\nShotley Bridge Community Hospital,Shotley Bridge General Hospital,,,Consett,DH8 0NB,North East and Yorkshire,"Consett, County Durham, North East England, England, DH8 0NB, United Kingdom","(54.869679034242544, -1.8434390595770913, 0.0)",54.869679034242544,-1.8434390595770913,0.0\nSidley Surgery,44 Turkey Road,,,Bexhill-On-Sea,TN39 5HE,South East,"Rother, East Sussex, South East England, England, TN39 5HE, United Kingdom","(50.857438880167884, 0.4646706764992541, 0.0)",50.857438880167884,0.4646706764992541,0.0\nSir James Hawkey Hall,Broomhill Road,,,Woodford Green,IG8 0BG,London,"London Borough of Redbridge, London, Greater London, England, IG8 0BG, United Kingdom","(51.60821810921871, 0.023474182956887565, 0.0)",51.60821810921871,0.023474182956887565,0.0\nSite 1 - Victoria Hall,Civic Way,,,Middlewich,CW10 9AS,North West,"Middlewich, Cheshire East, North West England, England, CW10 9AS, United Kingdom","(53.19083042629218, -2.4437911755430903, 0.0)",53.19083042629218,-2.4437911755430903,0.0\nSite 2 - The 13 Club,Cedar Avenue,Alsager,,Stoke-On-Trent,ST7 2PH,North West,"Alsager, Cheshire East, North West England, England, ST7 2PH, United Kingdom","(53.09384727676537, -2.3023784904678073, 0.0)",53.09384727676537,-2.3023784904678073,0.0\nSizewell Sports & Social Club,King Georges Avenue,,,Leiston,IP16 4JX,East of England,"Leiston, East Suffolk, Suffolk, East of England, England, IP16 4JX, United Kingdom","(52.206504445244015, 1.5835928466978433, 0.0)",52.206504445244015,1.5835928466978433,0.0\nSmallthorne Branch Surgery,2 Baden Road - PLEASE USE DOOR ON RIGHT,Milton,,Stoke-on-Trent,ST6 1SA,Midlands,"Stoke-on-Trent, West Midlands, England, ST6 1SA, United Kingdom","(53.050900340168496, -2.172653059580841, 0.0)",53.050900340168496,-2.172653059580841,0.0\nSnettisham Surgery,The Surgery,Common Road,Snettisham,King\'s Lynn,PE31 7PE,East of England,"Snettisham, King\'s Lynn and West Norfolk, Norfolk, East of England, England, PE31 7PE, United Kingdom","(52.87804198136887, 0.4943243055005062, 0.0)",52.87804198136887,0.4943243055005062,0.0\nSole Bay Health Centre,Teal Close,Reydon,,Southwold,IP18 6GY,East of England,"Reydon, East Suffolk, Suffolk, East of England, England, IP18 6GY, United Kingdom","(52.336313000000004, 1.6665047499999999, 0.0)",52.336313000000004,1.6665047499999999,0.0\nSolent View Medical Practice,Lee On Solent Health Centre,Manor Way,,Lee-on-the-Solent,PO13 9JG,South East,"Lee-on-the-Solent, Hampshire, South East England, England, PO13 9JG, United Kingdom","(50.802640695604616, -1.2017677927300057, 0.0)",50.802640695604616,-1.2017677927300057,0.0\nSomer Centre,Gullock Tyning,Midsomer Norton,,Radstock,BA3 2UH,South West,"Midsomer Norton, Bath and North East Somerset, South West England, England, BA3 2UH, United Kingdom","(51.287532702649436, -2.4758965923641316, 0.0)",51.287532702649436,-2.4758965923641316,0.0\nSouth Axholme Practice,Station Road,Owston Ferry,,Doncaster,DN9 1AW,North East and Yorkshire,"Owston Ferry, North Lincolnshire, Yorkshire and the Humber, England, DN9 1AW, United Kingdom","(53.4921030506942, -0.7824381955519814, 0.0)",53.4921030506942,-0.7824381955519814,0.0\nSouth Bar House,South Bar House,6 Oxford Road,,Banbury,OX16 9AD,South East,"Banbury, Cherwell, Oxfordshire, South East England, England, OX16 9AD, United Kingdom","(52.05742843479768, -1.3406898899610673, 0.0)",52.05742843479768,-1.3406898899610673,0.0\n"South Hams District Council, Follaton House",Plymouth Road,,,Totnes,TQ9 5NE,South West,"Totnes, South Hams, Devon, South West England, England, TQ9 5NE, United Kingdom","(50.431639708031106, -3.709524993319962, 0.0)",50.431639708031106,-3.709524993319962,0.0\nSouth Reddish Medical Centre,Reddish Road,South Reddish,,Stockport,SK5 7QU,North West,"Stockport, Greater Manchester, North West England, England, SK5 7QU, United Kingdom","(53.42230917555905, -2.1565165680440774, 0.0)",53.42230917555905,-2.1565165680440774,0.0\nSouth Shore Primary Care Centre,South Shore Primary Care Centre,Lytham Road,,Blackpool,FY4 1TJ,North West,"Blackpool, North West England, England, FY4 1TJ, United Kingdom","(53.78144675, -3.0471085, 0.0)",53.78144675,-3.0471085,0.0\nSouth Westminster Centre for Health,St Georges House,82 Vincent Square,Westminster,London,SW1P 2PF,London,"City of Westminster, London, Greater London, England, SW1P 2PF, United Kingdom","(51.494279558637565, -0.13403881285575034, 0.0)",51.494279558637565,-0.13403881285575034,0.0\nSoutham Clinic,Pendicke Street,,,Southam,CV47 1PF,Midlands,"Southam CP, Southam, Stratford-on-Avon, Warwickshire, West Midlands, England, CV47 1PF, United Kingdom","(52.25210231903979, -1.3857833467502063, 0.0)",52.25210231903979,-1.3857833467502063,0.0\nSouthport Centre for Health and Wellbeing,44-46 Hoghton Street,,,Southport,PR9 0PQ,North West,"Sefton, North West England, England, PR9 0PQ, United Kingdom","(53.6492086, -2.9992301, 0.0)",53.6492086,-2.9992301,0.0\nSouthsea Medical Centre,Southesea Medical Centre,Carlisle Road,,Southsea,PO5 1AT,South East,"Portsmouth, South East England, England, PO5 1AT, United Kingdom","(50.796550606331685, -1.0805055101175998, 0.0)",50.796550606331685,-1.0805055101175998,0.0\nSouthwood Practice,Southwood Village Centre,Links Way,,Farnborough,GU14 0NA,South East,"Southwood District Centre, The Crescent, Farnborough, Rushmoor, Hampshire, South East England, England, GU14 0NA, United Kingdom","(51.29178663489454, -0.7878902350406816, 0.0)",51.29178663489454,-0.7878902350406816,0.0\nSparkhill Primary Care Centre,Second Floor,856 Stratford Road,Sparkhill,Birmingham,B11 4BW,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B11 4BW, United Kingdom","(52.444586248085244, -1.8583997175955025, 0.0)",52.444586248085244,-1.8583997175955025,0.0\nSpeke Neighbourhood Health Centre,75 South Parade,Speke,,Liverpool,L24 2SF,North West,"Liverpool, North West England, England, L24 2SF, United Kingdom","(53.34091116966892, -2.838792770500543, 0.0)",53.34091116966892,-2.838792770500543,0.0\nSpencers Sports and Social Club,Beanacre Road,,,Melksham,SN12 8AG,South West,"Melksham, Wiltshire, South West England, England, SN12 8AG, United Kingdom","(51.380461640277055, -2.142860980645004, 0.0)",51.380461640277055,-2.142860980645004,0.0\nSpring Hall Surgery,173c Spring Hall Lane,,,Halifax,HX1 4JG,North East and Yorkshire,"Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX1 4JG, United Kingdom","(53.72106352375696, -1.892899182368231, 0.0)",53.72106352375696,-1.892899182368231,0.0\nSpringfields Events and Conference Centre,Camel Gate,,,Spalding,PE12 6ET,Midlands,"Spalding, Lincolnshire, East Midlands, England, PE12 6ET, United Kingdom","(52.800104433086865, -0.12850999138784036, 0.0)",52.800104433086865,-0.12850999138784036,0.0\nSpringhead Health Ltd,Building B Fleet Health Campus,Vale Road,Northfleet,Gravesend,DA11 8BZ,South East,"Northfleet, Kent, South East England, England, DA11 8BZ, United Kingdom","(51.43515255709611, 0.34325809088412607, 0.0)",51.43515255709611,0.34325809088412607,0.0\n"St Andrews Medical Practice, Oxford Road Site",Oxford Road,,,Spennymoor,DL16 6BQ,North East and Yorkshire,"Spennymoor, County Durham, North East England, England, DL16 6BQ, United Kingdom","(54.6995894, -1.6033571, 0.0)",54.6995894,-1.6033571,0.0\nSt Barnabas Church,146 Lavenham Road,,,London,SW18 5EP,London,"London Borough of Wandsworth, London, Greater London, England, SW18 5EP, United Kingdom","(51.44260215171501, -0.1986117433218347, 0.0)",51.44260215171501,-0.1986117433218347,0.0\nSt Catherine\'s Surgery,Church Road,,,Birkenhead,CH42 0LQ,North West,"Wirral, North West England, England, CH42 0LQ, United Kingdom","(53.380028891011385, -3.0265305823624455, 0.0)",53.380028891011385,-3.0265305823624455,0.0\nSt Christopher\'s Church,St Christophers Green,,,Haslemere,GU27 1DD,South East,"Haslemere, Waverley, Surrey, South East England, England, GU27 1DD, United Kingdom","(51.088467287854094, -0.7258071617154566, 0.0)",51.088467287854094,-0.7258071617154566,0.0\nSt Clare\'s Medical Centre,St Clare Street,,,Penzance,TR18 3DX,South West,"Penzance, Tredavoe, South West England, England, TR18 3DX, United Kingdom","(50.12240561514009, -5.54508722106799, 0.0)",50.12240561514009,-5.54508722106799,0.0\nSt Columba,Plas Newton Lane,,,Chester,CH2 1PL,North West,"City of Chester, Chester, Cheshire West and Chester, North West England, England, CH2 1PL, United Kingdom","(53.210947203897796, -2.872683033959776, 0.0)",53.210947203897796,-2.872683033959776,0.0\nSt Columbus Church,503 Manchester Road,,,Sheffield,S10 5PL,North East and Yorkshire,"Sheffield, Yorkshire and the Humber, England, S10 5PL, United Kingdom","(53.38043003333812, -1.5222826841546115, 0.0)",53.38043003333812,-1.5222826841546115,0.0\nSt Edmunds Church,Larkswood Road,,,London,E4 9DS,London,"London Borough of Waltham Forest, London, Greater London, England, E4 9DS, United Kingdom","(51.61534677584465, -0.014648180735755146, 0.0)",51.61534677584465,-0.014648180735755146,0.0\nSt Edwards Church Hall,St Edwards Church Hall,St Keverne Road,,London,SE9 4AQ,London,"London Borough of Bromley, London, Greater London, England, SE9 4AQ, United Kingdom","(51.4264276653025, 0.04815643889152821, 0.0)",51.4264276653025,0.04815643889152821,0.0\nSt Helena Tendring Centre,17 Jackson Road,,,Clacton-on-Sea,CO15 1JP,East of England,"Tendring, Essex, East of England, England, CO15 1JP, United Kingdom","(51.78782635434728, 1.1501011929587945, 0.0)",51.78782635434728,1.1501011929587945,0.0\nSt Heliers Medical Practice,15 St Heliers Road,,,Birmingham,B31 1QT,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B31 1QT, United Kingdom","(52.41285027693163, -1.9758292345350807, 0.0)",52.41285027693163,-1.9758292345350807,0.0\nSt James Medical Practice,St James Medical Practice,County Court Road,,King\'s Lynn,PE30 5SY,East of England,"King\'s Lynn and West Norfolk, Norfolk, East of England, England, PE30 5SY, United Kingdom","(52.75199257324599, 0.40150276056953493, 0.0)",52.75199257324599,0.40150276056953493,0.0\nSt Johns House Medical Centre,299 Bromyard Road,,,Worcester,WR2 5FB,Midlands,WR2 5FB,"(52.18872795794852, -2.2591137982927023, 0.0)",52.18872795794852,-2.2591137982927023,0.0\nSt Johns Medical Centre,56-60 Loampit Hill,,,London,SE13 7SX,London,"London Borough of Lewisham, London, Greater London, England, SE13 7SX, United Kingdom","(51.4672864, -0.022138949999999998, 0.0)",51.4672864,-0.022138949999999998,0.0\nSt John\'s Wood Synagogue,37-41 Grove End Rd,St John\'s Wood,,London,NW8 9NG,London,"City of Westminster, London, Greater London, England, NW8 9NG, United Kingdom","(51.53352341319733, -0.17651347518316446, 0.0)",51.53352341319733,-0.17651347518316446,0.0\nSt Lawrence Surgery,77-79 St. Lawrence Avenue,,,Worthing,BN14 7JL,South East,"Worthing, West Sussex, South East England, England, BN14 7JL, United Kingdom","(50.82398648989771, -0.39005151431702395, 0.0)",50.82398648989771,-0.39005151431702395,0.0\nSt Leonards Hospital,SW Ambulance Service NHS,Ringwood Road,St Leonards,Ringwood,BH24 2RR,South West,"St. Leonards and St. Ives, St Leonards, Dorset, South West England, England, BH24 2RR, United Kingdom","(50.817260037304784, -1.856577901775035, 0.0)",50.817260037304784,-1.856577901775035,0.0\nSt Leonards Medical Practice,Athelstan Road,,,Exeter,EX1 1SB,South West,"Exeter, Devon, South West England, England, EX1 1SB, United Kingdom","(50.72346636728159, -3.522154254715938, 0.0)",50.72346636728159,-3.522154254715938,0.0\nSt Margaret\'s Hospital,St Margarets Hospital,The Plain,,Epping,CM16 6TN,East of England,"Epping, Epping Forest, Essex, East of England, England, CM16 6TN, United Kingdom","(51.704784670924, 0.12306812882630686, 0.0)",51.704784670924,0.12306812882630686,0.0\nSt Mary\'s Medical Centre,Wharf Road,,,Stamford,PE9 2DH,Midlands,"Stamford, South Kesteven, Lincolnshire, East Midlands, England, PE9 2DH, United Kingdom","(52.65095093818567, -0.4773004133767434, 0.0)",52.65095093818567,-0.4773004133767434,0.0\nSt Michaels Hospital,Rayne Road,,,Braintree,CM7 2QU,East of England,"Braintree, Essex, East of England, England, CM7 2QU, United Kingdom","(51.87955070504178, 0.5411887910530724, 0.0)",51.87955070504178,0.5411887910530724,0.0\nSt Nicholas Health Centre,57 Canterbury Way,,,Stevenage,SG1 4QH,East of England,"Stevenage, Hertfordshire, East of England, England, SG1 4QH, United Kingdom","(51.92466093417543, -0.18331344995308765, 0.0)",51.92466093417543,-0.18331344995308765,0.0\nSt Oswalds Hospital,Clifton Road,,,Ashbourne,DE6 1DR,Midlands,"Ashbourne CP, Compton, Derbyshire Dales, Derbyshire, East Midlands, England, DE6 1DR, United Kingdom","(53.01282843099608, -1.7376430593353756, 0.0)",53.01282843099608,-1.7376430593353756,0.0\nSt Pauls Church,St Paul\'s Road,,,Thornton Heath,CR7 8NB,London,"Thornton Heath, London Borough of Croydon, London, Greater London, England, CR7 8NB, United Kingdom","(51.401539896989625, -0.09841919685140355, 0.0)",51.401539896989625,-0.09841919685140355,0.0\nSt Pauls Church,Longton Hall Road,,,Stoke-on-Trent,ST3 2EL,Midlands,"Stoke-on-Trent, West Midlands, England, ST3 2EL, United Kingdom","(52.9829864706351, -2.153647525291289, 0.0)",52.9829864706351,-2.153647525291289,0.0\nSt Peter\'s Centre,St Peters Centre,3rd Floor Church Street,Padiham,Burnley,BB11 2DL,North West,"Burnley, Lancashire, North West England, England, BB11 2DL, United Kingdom","(53.79131167626864, -2.238947149229217, 0.0)",53.79131167626864,-2.238947149229217,0.0\nSt Peters Health Centre,Sparkenhoe Street,,,Leicester,LE2 0TA,Midlands,"City of Leicester, East Midlands, England, LE2 0TA, United Kingdom","(52.63103608904516, -1.11909240748082, 0.0)",52.63103608904516,-1.11909240748082,0.0\nSt Peter\'s Pavillion,Hurst Street,Hindley,,Wigan,WN2 3DN,North West,"Wigan, Greater Manchester, North West England, England, WN2 3DN, United Kingdom","(53.53698963445815, -2.5858264310871313, 0.0)",53.53698963445815,-2.5858264310871313,0.0\nSt Peters Surgery,49-55 Portsmouth Road,Woolston,,Southampton,SO19 9RL,South East,"Southampton, South East England, England, SO19 9RL, United Kingdom","(50.897828606832014, -1.3727922878518806, 0.0)",50.897828606832014,-1.3727922878518806,0.0\nSt Swithun\'s Community Centre,Arncliffe Road,,,Wakefield,WF1 4RR,North East and Yorkshire,"Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF1 4RR, United Kingdom","(53.68874042025826, -1.4798625793911908, 0.0)",53.68874042025826,-1.4798625793911908,0.0\nSt Thomas Health Centre,St Thomas Health Centre,Cowick Street,St Thomas,Exeter,EX4 1HJ,South West,"Exeter, Devon, South West England, England, EX4 1HJ, United Kingdom","(50.71451958762321, -3.5452434817504894, 0.0)",50.71451958762321,-3.5452434817504894,0.0\nSt. Charles Centre for Health and Wellbeing,St Charles Hospital,Exmoor Street,,London,W10 6DZ,London,"Royal Borough of Kensington and Chelsea, London, Greater London, England, W10 6DZ, United Kingdom","(51.5223619870719, -0.21721800127649304, 0.0)",51.5223619870719,-0.21721800127649304,0.0\nSt. Mary\'s Medical Centre,Vicarage Road,Strood,,Rochester,ME2 4DG,South East,"Frindsbury, Medway, South East England, England, ME2 4DG, United Kingdom","(51.3986817, 0.49715065, 0.0)",51.3986817,0.49715065,0.0\nStafford County Showground,County Showground,Weston Road,,Stafford,ST18 0BD,Midlands,"Hopton and Coton, Stafford, Staffordshire, West Midlands, England, ST18 0BD, United Kingdom","(52.82569393333333, -2.0649185666666665, 0.0)",52.82569393333333,-2.0649185666666665,0.0\nStamford House,Hyde Leisure Centre,Covid Local Vaccination Service,Walker Lane,Hyde,SK14 5PL,North West,"Tameside, Greater Manchester, North West England, England, SK14 5PL, United Kingdom","(53.450594162529434, -2.0679628162485124, 0.0)",53.450594162529434,-2.0679628162485124,0.0\nStanground Surgery,Stanground Surgery,Whittlesey Road,Stanground,Peterborough,PE2 8RB,East of England,"City of Peterborough, East of England, England, PE2 8RB, United Kingdom","(52.55112457935429, -0.22619251000020868, 0.0)",52.55112457935429,-0.22619251000020868,0.0\nStansted Surgery,1st Floor Castle Maltings,Lower Street,,Stansted,CM24 8XG,East of England,"Stansted Mountfitchet, Uttlesford, Essex, East of England, England, CM24 8XG, United Kingdom","(51.902085997111456, 0.20016148303188472, 0.0)",51.902085997111456,0.20016148303188472,0.0\nStaploe Medical Centre,Brewhouse Lane,Soham,,Ely,CB7 5JD,East of England,"Soham, East Cambridgeshire, Cambridgeshire, East of England, England, CB7 5JD, United Kingdom","(52.335196849999996, 0.34195204999999895, 0.0)",52.335196849999996,0.34195204999999895,0.0\nSteam Museum Priory Road Medical Centre,Fire Fly Avenue,,,Swindon,SN2 2EY,South West,"Central Swindon North, Swindon, South West England, England, SN2 2EY, United Kingdom","(51.562795163395826, -1.7948225794967938, 0.0)",51.562795163395826,-1.7948225794967938,0.0\nSteam Museum Westrop Practice,Fire Fly Avenue (off Kemble Drive),,,Swindon,SN2 2EY,South West,"Central Swindon North, Swindon, South West England, England, SN2 2EY, United Kingdom","(51.562795163395826, -1.7948225794967938, 0.0)",51.562795163395826,-1.7948225794967938,0.0\nStifford Clays Health Centre,Crammavill Street,Stifford Clays,,Grays,RM16 2AP,East of England,"Blackshots Parade, Grays, Thurrock, East of England, England, RM16 2AP, United Kingdom","(51.49762117624763, 0.3291715820810479, 0.0)",51.49762117624763,0.3291715820810479,0.0\nStockwell Lodge Medical Centre-Annexe site,Rosedale Way,Cheshunt,,Waltham Cross,EN7 6HL,East of England,"Broxbourne, Hertfordshire, East of England, England, EN7 6HL, United Kingdom","(51.713816800000004, -0.055172599999999995, 0.0)",51.713816800000004,-0.055172599999999995,0.0\nStockwood Medical Centre,Hollway Road,Stockwood,,Bristol,BS14 8PT,South West,"Bristol, City of Bristol, South West England, England, BS14 8PT, United Kingdom","(51.41156470560959, -2.544144415460492, 0.0)",51.41156470560959,-2.544144415460492,0.0\nStourbridge National Spiritualist Church,Union Street,,,Stourbridge,DY8 1PJ,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY8 1PJ, United Kingdom","(52.45355037439748, -2.145019310808675, 0.0)",52.45355037439748,-2.145019310808675,0.0\nStourport Medical Centre,Worcester Street,,,Stourport-On-Severn,DY13 8EH,Midlands,"Burlish Park, Stourport-on-Severn, Stourport\xa0on\xa0Severn, Wyre Forest, Worcestershire, West Midlands, England, DY13 8EH, United Kingdom","(52.34385860344312, -2.2776206018529552, 0.0)",52.34385860344312,-2.2776206018529552,0.0\nStrand Medical Group,1b The Causeway,Goring-by-Sea,,Worthing,BN12 6FA,South East,"Worthing, West Sussex, South East England, England, BN12 6FA, United Kingdom","(50.81846323328999, -0.4109400247265897, 0.0)",50.81846323328999,-0.4109400247265897,0.0\nStratford Hospital,Lomas Suite - Building One,Stratford on Avon General Hospital,Arden Street,Stratford-Upon-Avon,CV37 6NX,Midlands,"Stratford-upon-Avon, Stratford-on-Avon, Warwickshire, West Midlands, England, CV37 6NX, United Kingdom","(52.19526459487193, -1.7133998921602152, 0.0)",52.19526459487193,-1.7133998921602152,0.0\nStreatham Place Surgery,26-28 Streatham Place,,,London,SW2 4QY,London,"London Borough of Lambeth, London, Greater London, England, SW2 4QY, United Kingdom","(51.446976750000005, -0.12790200000000002, 0.0)",51.446976750000005,-0.12790200000000002,0.0\nStubley MedicalCentre,7 Stubley Drive,Dronfield Woodhouse,,Dronfield,S18 8QY,Midlands,"Dronfield, North East Derbyshire, Derbyshire, East Midlands, England, S18 8QY, United Kingdom","(53.30496821057346, -1.4885424862064978, 0.0)",53.30496821057346,-1.4885424862064978,0.0\nStudley Village Hall,High Street,,,Studley,B80 7HJ,Midlands,"Studley CP, Studley, Stratford-on-Avon, Warwickshire, West Midlands, England, B80 7HJ, United Kingdom","(52.27178929743152, -1.8981384817172906, 0.0)",52.27178929743152,-1.8981384817172906,0.0\nSturdee Road Health and Wellbeing Centre,182 Sturdee Road,,,Leicester,LE2 9DB,Midlands,"City of Leicester, East Midlands, England, LE2 9DB, United Kingdom","(52.5904667, -1.1445385, 0.0)",52.5904667,-1.1445385,0.0\nSturminster Newton Medical Centre,Old Market Hill,,,Sturminster Newton,DT10 1QU,South West,"Sturminster Newton, Dorset, South West England, England, DT10 1QU, United Kingdom","(50.92817028924894, -2.303848008019528, 0.0)",50.92817028924894,-2.303848008019528,0.0\nSussex Community NHSFT Pharmacy Dispensary,Crawley Hospital,Pharmacy Department,West Green Drive,Crawley,RH11 7DH,South East,"West Green, Crawley, West Sussex, South East England, England, RH11 7DH, United Kingdom","(51.11660472379323, -0.19740279907771288, 0.0)",51.11660472379323,-0.19740279907771288,0.0\nSutton Coldfield Town Hall,Upper Clifton Road,,,Sutton Coldfield,B73 6DA,Midlands,"Sutton Coldfield, Birmingham, West Midlands Combined Authority, West Midlands, England, B73 6DA, United Kingdom","(52.566435169481444, -1.8257840390204043, 0.0)",52.566435169481444,-1.8257840390204043,0.0\nSwallowfield Surgery,The Street,Swallowfield,,Reading,RG7 1QY,South East,"Swallowfield, Wokingham, South East England, England, RG7 1QY, United Kingdom","(51.378288241394195, -0.9585516746292381, 0.0)",51.378288241394195,-0.9585516746292381,0.0\nSwaminarayan School - Neasden Temple,105-119 Brentfield Road,,,London,NW10 8LD,London,NW10 8LD,"(51.54742190679449, -0.2615157381270499, 0.0)",51.54742190679449,-0.2615157381270499,0.0\nSwan Surgery,Northgate Business Park,,,Bury St. Edmunds,IP33 1AE,East of England,"Northgate Street Business Park, Bury St Edmunds, West Suffolk, Suffolk, East of England, England, IP33 1AE, United Kingdom","(52.24844914905136, 0.7176941281797088, 0.0)",52.24844914905136,0.7176941281797088,0.0\n"Swanley Town Council, Alexandra Suite",St Marys Road,,,Swanley,BR8 7BU,South East,"Swanley, Sevenoaks, Kent, South East England, England, BR8 7BU, United Kingdom","(51.39431276847223, 0.1674783236288491, 0.0)",51.39431276847223,0.1674783236288491,0.0\nSwanscombe Health Centre,Southfleet Road,,,Swanscombe,DA10 0BF,South East,"Swanscombe and Greenhithe, Greenhithe, Dartford, Kent, South East England, England, DA10 0BF, United Kingdom","(51.442066739850986, 0.3120967336378993, 0.0)",51.442066739850986,0.3120967336378993,0.0\nSwanton Morley Surgery,Lincoln House,Dereham Road,Swanton Morley,Dereham,NR20 4LT,East of England,"Swanton Morley, Breckland, Norfolk, East of England, England, NR20 4LT, United Kingdom","(52.70207302278711, 0.9803083762371386, 0.0)",52.70207302278711,0.9803083762371386,0.0\nSycamore House Medical Centre,111 Birmingham Road,,,Walsall,WS1 2NL,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS1 2NL, United Kingdom","(52.576931958977795, -1.9683186556174577, 0.0)",52.576931958977795,-1.9683186556174577,0.0\nSydenham Green Health Centre,26 Holmshaw Close,Sydenham,,London,SE26 4TH,London,"London Borough of Lewisham, London, Greater London, England, SE26 4TH, United Kingdom","(51.42918098189109, -0.03921501628283127, 0.0)",51.42918098189109,-0.03921501628283127,0.0\nTadcaster Health Centre,Crab Garth,,,Tadcaster,LS24 8HD,North East and Yorkshire,"Tadcaster, Selby, North Yorkshire, Yorkshire and the Humber, England, LS24 8HD, United Kingdom","(53.88549366942566, -1.258239983355007, 0.0)",53.88549366942566,-1.258239983355007,0.0\nTalbot Medical Centre,63 Kinson Road,Wallisdown,,Bournemouth,BH10 4BX,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH10 4BX, United Kingdom","(50.74888801874626, -1.9089341452867568, 0.0)",50.74888801874626,-1.9089341452867568,0.0\nTandridge District Council,Council Offices,8 Station Road East,,Oxted,RH8 0BT,South East,"Limpsfield, Oxted, Tandridge, Surrey, South East England, England, RH8 0BT, United Kingdom","(51.25720752197882, -0.00023460145939676686, 0.0)",51.25720752197882,-0.00023460145939676686,0.0\nTanfield View Medical Centre,Scott Street,Tanfield,,Stanley,DH9 8AD,North East and Yorkshire,"Stanley, County Durham, North East England, England, DH9 8AD, United Kingdom","(54.87006901227686, -1.7011444102621058, 0.0)",54.87006901227686,-1.7011444102621058,0.0\nTangmere Hall,Malcolm Road,Tangmere,,Chichester,PO20 2HS,South East,"Tangmere, Chichester, West Sussex, South East England, England, PO20 2HS, United Kingdom","(50.8514217, -0.7169661, 0.0)",50.8514217,-0.7169661,0.0\nTaunton Vale Healthcare,Lisieux Way,,,Taunton,TA1 2LB,South West,"Somerset West and Taunton, Somerset, South West England, England, TA1 2LB, United Kingdom","(51.014834087782965, -3.080236220378333, 0.0)",51.014834087782965,-3.080236220378333,0.0\n"Teldoc, Malinslee",Church Road,Malinslee,,Telford,TF3 2JZ,Midlands,"Hollinswood and Randlay, Telford, Telford and Wrekin, West Midlands, England, TF3 2JZ, United Kingdom","(52.672614057376805, -2.435206447708693, 0.0)",52.672614057376805,-2.435206447708693,0.0\nTemple Fortune Health Centre,Temple Fortune Health Centre,23 Temple Fortune Lane,Golders Green,London,NW11 7TE,London,NW11 7TE,"(51.58104346002451, -0.1977708386034647, 0.0)",51.58104346002451,-0.1977708386034647,0.0\nTennants Auction House,Auction Centre,Harmby Road,,Leyburn,DL8 5SG,North East and Yorkshire,"Leyburn, Richmondshire, North Yorkshire, Yorkshire and the Humber, England, DL8 5SG, United Kingdom","(54.30697582336933, -1.8152862330215318, 0.0)",54.30697582336933,-1.8152862330215318,0.0\nTerrington St Johns Surgery,Main Road,Terrington St John,,Wisbech,PE14 7RR,East of England,"Terrington St. John, King\'s Lynn and West Norfolk, Norfolk, East of England, England, PE14 7RR, United Kingdom","(52.70546365382658, 0.2739114314742027, 0.0)",52.70546365382658,0.2739114314742027,0.0\nTessa Jowell Health Centre,72H East Dulwich Grove,,,London,SE22 8EY,London,"London Borough of Southwark, London, Greater London, England, SE22 8EY, United Kingdom","(51.459127963646736, -0.08003753208302189, 0.0)",51.459127963646736,-0.08003753208302189,0.0\nThames Ditton Centre for the Community,Mercer Close,,,Thames Ditton,KT7 0BS,South East,"Elmbridge, Surrey, South East England, England, KT7 0BS, United Kingdom","(51.38740021541997, -0.33439889714364873, 0.0)",51.38740021541997,-0.33439889714364873,0.0\nThe Arts Pavillion,Clinton Road,Mile End Park,,London,E3 4QY,London,"London Borough of Tower Hamlets, London, Greater London, England, E3 4QY, United Kingdom","(51.526306737197686, -0.036818320370907376, 0.0)",51.526306737197686,-0.036818320370907376,0.0\nThe Atherstone Surgery,1 Ratcliffe Road,,,Atherstone,CV9 1EU,Midlands,"Atherstone CP, North Warwickshire, Warwickshire, West Midlands, England, CV9 1EU, United Kingdom","(52.57848917927571, -1.5423681274685754, 0.0)",52.57848917927571,-1.5423681274685754,0.0\nThe Atrium Health Centre,7 Weymouth Avenue,,,Dorchester,DT1 1QR,South West,"Dorchester, Dorset, South West England, England, DT1 1QR, United Kingdom","(50.71027740556397, -2.437944945670344, 0.0)",50.71027740556397,-2.437944945670344,0.0\nThe Bay Medical Practice,1 Carter Road,,,Shanklin,PO37 7HR,South East,"Shanklin, Isle of Wight, South East England, England, PO37 7HR, United Kingdom","(50.63216600063291, -1.179090766210513, 0.0)",50.63216600063291,-1.179090766210513,0.0\nThe Bede Centre,The Bede Centre,Old Fold Road,,Gateshead,NE10 0DJ,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE10 0DJ, United Kingdom","(54.95830517358013, -1.5831372830404753, 0.0)",54.95830517358013,-1.5831372830404753,0.0\nThe Blandford Group Practice,Blandford Group Practice,Whitecliff Mill Street,,Blandford Forum,DT11 7BH,South West,"Blandford Forum, Dorset, South West England, England, DT11 7BH, United Kingdom","(50.85897365852471, -2.1652271746093996, 0.0)",50.85897365852471,-2.1652271746093996,0.0\n"The Boathouse Surgery, Pangbourne",Whitchurch Road,Pangbourne,,Reading,RG8 7DP,South East,"Pangbourne, West Berkshire, South East England, England, RG8 7DP, United Kingdom","(51.486092579731, -1.0859054948634934, 0.0)",51.486092579731,-1.0859054948634934,0.0\nThe Brindley,High Street,,,Runcorn,WA7 1BG,North West,"Halton, North West England, England, WA7 1BG, United Kingdom","(53.340672409044785, -2.7313905695624676, 0.0)",53.340672409044785,-2.7313905695624676,0.0\nThe Church of the Latter Day Saints,Lordswood Road,Harborne,,Birmingham,B17 9QS,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B17 9QS, United Kingdom","(52.45822069891705, -1.9593839810090543, 0.0)",52.45822069891705,-1.9593839810090543,0.0\nThe Colne Practice,Colne House Surgery,99a Uxbridge Road,,Rickmansworth,WD3 7DJ,East of England,"Batchworth, Three Rivers, Hertfordshire, East of England, England, WD3 7DJ, United Kingdom","(51.63673564880114, -0.4814059896160713, 0.0)",51.63673564880114,-0.4814059896160713,0.0\nThe Devereux Centre,1st Floor,The Devereux,Barton Road,Tewkesbury,GL20 5GJ,South West,"Tewkesbury, Gloucestershire, South West England, England, GL20 5GJ, United Kingdom","(51.99228952192958, -2.1534672891278643, 0.0)",51.99228952192958,-2.1534672891278643,0.0\nThe Dominion Centre,112 The Green,,,Southall,UB2 4BQ,London,"London Borough of Ealing, London, Greater London, England, UB2 4BQ, United Kingdom","(51.502483216051914, -0.3818169398256556, 0.0)",51.502483216051914,-0.3818169398256556,0.0\nThe Epicentre,The Epicentre,Enterprise Way,Withersfield,Haverhill,CB9 7LR,East of England,"Withersfield, West Suffolk, Suffolk, East of England, England, CB9 7LR, United Kingdom","(52.09228590807393, 0.3999232785508238, 0.0)",52.09228590807393,0.3999232785508238,0.0\nThe Fleet Community Centre,Fleet Way,,,Peterborough,PE2 8DL,East of England,"City of Peterborough, East of England, England, PE2 8DL, United Kingdom","(52.557435507626906, -0.23567697791621944, 0.0)",52.557435507626906,-0.23567697791621944,0.0\nThe Flowers Health Centre,87 Wincobank Avenue,,,Sheffield,S5 6AZ,North East and Yorkshire,S5 6AZ,"(53.4180532497405, -1.4380610591795349, 0.0)",53.4180532497405,-1.4380610591795349,0.0\nThe Forum,Bullamoor Road,,,Northallerton,DL6 1LP,North East and Yorkshire,"Northallerton, Yafforth, Hambleton, North Yorkshire, Yorkshire and the Humber, England, DL6 1LP, United Kingdom","(54.34092041177051, -1.4305996218356019, 0.0)",54.34092041177051,-1.4305996218356019,0.0\nThe Galtres Centre,Market Place,Easingwold,,York,YO61 3AD,North East and Yorkshire,"Easingwold, Hambleton, North Yorkshire, Yorkshire and the Humber, England, YO61 3AD, United Kingdom","(54.12166725166122, -1.1914123539889365, 0.0)",54.12166725166122,-1.1914123539889365,0.0\nThe Garth,Rectory Lane,,,Guisborough,TS14 7DJ,North East and Yorkshire,"Guisborough, Redcar and Cleveland, North East England, England, TS14 7DJ, United Kingdom","(54.5329389, -1.0531021, 0.0)",54.5329389,-1.0531021,0.0\nThe Gateway Yeovil Community Church,Addlewell Lane,,,Yeovil,BA20 1QN,South West,"Yeovil, South Somerset, Somerset, South West England, England, BA20 1QN, United Kingdom","(50.93750126218664, -2.6304138831227855, 0.0)",50.93750126218664,-2.6304138831227855,0.0\nThe Glebe Medical Centre,Church Road,Harrietsham,,Maidstone,ME17 1AP,South East,"Harrietsham, Maidstone, Kent, South East England, England, ME17 1AP, United Kingdom","(51.24427475495646, 0.6809934297144318, 0.0)",51.24427475495646,0.6809934297144318,0.0\nThe Glebe Surgery,The Glebe,Storrington,,Pulborough,RH20 4FR,South East,"Storrington and Sullington, Horsham, West Sussex, South East England, England, RH20 4FR, United Kingdom","(50.9180392176602, -0.45886692236460197, 0.0)",50.9180392176602,-0.45886692236460197,0.0\nThe Glen Primary Care Centre,12-28 Glen Street,,,Hebburn,NE31 1NU,North East and Yorkshire,"South Tyneside, Tyne and Wear, North East England, England, NE31 1NU, United Kingdom","(54.974441626277894, -1.5207225860668894, 0.0)",54.974441626277894,-1.5207225860668894,0.0\nThe Grange Community Centre,Pilgrim Drive,,,Manchester,M11 3TQ,North West,"Manchester, Greater Manchester, North West England, England, M11 3TQ, United Kingdom","(53.479670564896054, -2.20066603427821, 0.0)",53.479670564896054,-2.20066603427821,0.0\nThe Grange Medical Centre,999 York Road,,,Leeds,LS14 6NX,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS14 6NX, United Kingdom","(53.820696, -1.4589581, 0.0)",53.820696,-1.4589581,0.0\nThe Greenwood Centre,1a School Road,Hampton Hill,,Hampton,TW12 1QL,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW12 1QL, United Kingdom","(51.42628803834589, -0.35976380664719937, 0.0)",51.42628803834589,-0.35976380664719937,0.0\nThe Grove Medical Centre,Grove Road,,,Felixstowe,IP11 9GA,East of England,"Felixstowe, East Suffolk, Suffolk, East of England, England, IP11 9GA, United Kingdom","(51.97187864096432, 1.3503743860229536, 0.0)",51.97187864096432,1.3503743860229536,0.0\nThe Hamworthy Club,Magna Road,,,Wimborne,BH21 3AP,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH21 3AP, United Kingdom","(50.77677771475411, -1.943131682169191, 0.0)",50.77677771475411,-1.943131682169191,0.0\nThe Harlington Centre,236 Fleet Road,,,Fleet,GU51 4BY,South East,"Fleet, Hart, Hampshire, South East England, England, GU51 4BY, United Kingdom","(51.27940002391092, -0.8444589824716403, 0.0)",51.27940002391092,-0.8444589824716403,0.0\nThe Hart Surgery,York Road,,,Henley-on-Thames,RG9 2DR,South East,"Henley Centre, Henley-on-Thames, South Oxfordshire, Oxfordshire, South East England, England, RG9 2DR, United Kingdom","(51.53860400089832, -0.9093241704247823, 0.0)",51.53860400089832,-0.9093241704247823,0.0\nThe Health Care Surgery,63 Palgrave Road,Southey Green,,Sheffield,S5 8GS,North East and Yorkshire,S5 8GS,"(53.42171992412678, -1.4879105968952322, 0.0)",53.42171992412678,-1.4879105968952322,0.0\nThe Henhayes Centre,South Street,,,Crewkerne,TA18 8DA,South West,"Crewkerne, South Somerset, Somerset, South West England, England, TA18 8DA, United Kingdom","(50.88390235655234, -2.7932993019116075, 0.0)",50.88390235655234,-2.7932993019116075,0.0\nThe Irish Community Centre,1 Irish Town Way,,,Manchester,M8 0AE,North West,"Manchester, Greater Manchester, North West England, England, M8 0AE, United Kingdom","(53.501000892689866, -2.230133955000024, 0.0)",53.501000892689866,-2.230133955000024,0.0\nThe Jenner Health Centre,Turners Lane,Whittlesey,,Peterborough,PE7 1EJ,East of England,"Whittlesey, Fenland, Cambridgeshire, East of England, England, PE7 1EJ, United Kingdom","(52.55442785178722, -0.1298134541936496, 0.0)",52.55442785178722,-0.1298134541936496,0.0\nThe Junction Health Centre,Unit 5-7,The Arches,Grant Road,London,SW11 2NU,London,"Falcons Estate, Clapham Junction, London Borough of Wandsworth, London, Greater London, England, SW11 2NU, United Kingdom","(51.4654608, -0.17115724999999998, 0.0)",51.4654608,-0.17115724999999998,0.0\n"The Keys Family Practive, Willenhall",Wellenhall Medical Centre,Field Street,,Willenhall,WV13 2NY,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WV13 2NY, United Kingdom","(52.584589434296674, -2.0593326864690584, 0.0)",52.584589434296674,-2.0593326864690584,0.0\n"The Kings Church, Hastings",The Hastings Centre,The Ridge,,Hastings,TN34 2SA,South East,"Hastings, East Sussex, South East England, England, TN34 2SA, United Kingdom","(50.886764394265214, 0.5698746120593534, 0.0)",50.886764394265214,0.5698746120593534,0.0\nThe Leys Health Centre,Dunnock Way,Blackbird Leys,,Oxford,OX4 7EX,South East,"Blackbird Leys, Oxford, Oxfordshire, South East England, England, OX4 7EX, United Kingdom","(51.7177272, -1.1965228, 0.0)",51.7177272,-1.1965228,0.0\nThe Lights,West Street,,,Andover,SP10 1AH,South East,"Andover, Test Valley, Hampshire, South East England, England, SP10 1AH, United Kingdom","(51.21054141059232, -1.4827239833187313, 0.0)",51.21054141059232,-1.4827239833187313,0.0\nThe Market Surgery,26 Norwich Road,Aylsham,,Norwich,NR11 6BW,East of England,"Aylsham, Broadland, Norfolk, East of England, England, NR11 6BW, United Kingdom","(52.79142746967057, 1.252916342570627, 0.0)",52.79142746967057,1.252916342570627,0.0\nThe Mathews Practice (priority 1),22 Asline Road,,,Sheffield,S2 4UJ,North East and Yorkshire,S2 4UJ,"(53.36659422852926, -1.4718151306354084, 0.0)",53.36659422852926,-1.4718151306354084,0.0\nThe Meads Medical Centre,Bell Farm Road,Newick,,Uckfield,TN22 1BA,South East,"Uckfield, Wealden, East Sussex, South East England, England, TN22 1BA, United Kingdom","(50.97004280033417, 0.09144511943187009, 0.0)",50.97004280033417,0.09144511943187009,0.0\nThe Mix,127 Ipswich Street,,,Stowmarket,IP14 1BB,East of England,"Stowmarket, Mid Suffolk, Suffolk, East of England, England, IP14 1BB, United Kingdom","(52.18551085495445, 0.9994173397542889, 0.0)",52.18551085495445,0.9994173397542889,0.0\nThe Nelson Health Centre,220 Kingston Road,,,London,SW20 8DA,London,"London Borough of Merton, London, Greater London, England, SW20 8DA, United Kingdom","(51.410460975009144, -0.20926018233586005, 0.0)",51.410460975009144,-0.20926018233586005,0.0\nThe Nevendon Centre,Nevendon Road,,,Wickford,SS12 0QG,East of England,"Basildon, Essex, East of England, England, SS12 0QG, United Kingdom","(51.610424214477064, 0.5196815413326342, 0.0)",51.610424214477064,0.5196815413326342,0.0\nThe Oaks Medical Practice,199 Shady Lane,Great Barr,,Birmingham,B44 9ER,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B44 9ER, United Kingdom","(52.55303164507806, -1.895759910206916, 0.0)",52.55303164507806,-1.895759910206916,0.0\nThe Old Exchange Surgery,East Street,,,St. Ives,PE27 5PB,East of England,"St. Ives, St Ives, Huntingdonshire, Cambridgeshire, East of England, England, PE27 5PB, United Kingdom","(52.3244478607937, -0.07275504480294807, 0.0)",52.3244478607937,-0.07275504480294807,0.0\nThe Orchard Practice,Tower Road,,,Dartford,DA1 2HA,South East,"Dartford, Kent, South East England, England, DA1 2HA, United Kingdom","(51.44586378685444, 0.20704277417225722, 0.0)",51.44586378685444,0.20704277417225722,0.0\nThe Oval Leisure Centre,Old Chester Road,Bebington,,Wirral,CH63 7LF,North West,"Wirral, North West England, England, CH63 7LF, United Kingdom","(53.35832596910553, -3.0070633565796023, 0.0)",53.35832596910553,-3.0070633565796023,0.0\nThe Paddocks Community Centre,Long Road,,,Canvey Island,SS8 0JA,East of England,"Canvey Island, Castle Point, Essex, East of England, England, SS8 0JA, United Kingdom","(51.52022299070333, 0.5909863874634692, 0.0)",51.52022299070333,0.5909863874634692,0.0\nThe Parks Leisure Centre,Howdon Road,,,North Shields,NE29 6TL,North East and Yorkshire,"North Tyneside, North East England, England, NE29 6TL, United Kingdom","(55.00172219942144, -1.4568334065242943, 0.0)",55.00172219942144,-1.4568334065242943,0.0\nThe Ridge,Cousen Road,Great Horton,,Bradford,BD7 3JX,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD7 3JX, United Kingdom","(53.78089563646826, -1.7798557866002096, 0.0)",53.78089563646826,-1.7798557866002096,0.0\nThe Rutland Centre,Rutland Street,,,Doncaster,DN1 2BF,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, DN1 2BF, United Kingdom","(53.52482549124972, -1.1223835787270393, 0.0)",53.52482549124972,-1.1223835787270393,0.0\nThe Ryan Medical Centre,St Marys Road,Bamber Bridge,,Preston,PR5 6JD,North West,"South Ribble, Lancashire, North West England, England, PR5 6JD, United Kingdom","(53.73044565970462, -2.6635660892580386, 0.0)",53.73044565970462,-2.6635660892580386,0.0\nThe Sele Medical Practice,Hexham Primary Care Centre,Corbridge Road,,Hexham,NE46 1QJ,North East and Yorkshire,"Hexham, Northumberland, North East England, England, NE46 1QJ, United Kingdom","(54.96957953306578, -2.0938713969857687, 0.0)",54.96957953306578,-2.0938713969857687,0.0\nThe Selsey Centre,Manor Road,Selsey,,Chichester,PO20 0SE,South East,"Selsey, Chichester, West Sussex, South East England, England, PO20 0SE, United Kingdom","(50.73851151727392, -0.7823110010478528, 0.0)",50.73851151727392,-0.7823110010478528,0.0\nThe Sidings Medical Practice,Sleaford Road Medical Centre,Boston West Business Park,Sleaford Road,Boston,PE21 8EG,Midlands,"Boston West Business Park, Staniland, Boston, Lincolnshire, East Midlands, England, PE21 8EG, United Kingdom","(52.97633007860458, -0.033631075734437764, 0.0)",52.97633007860458,-0.033631075734437764,0.0\nThe Springs Health Centre,The Springs Health Centre,Recreation Close,Clowne,Chesterfield,S43 4PL,Midlands,"Clowne, Bolsover, Derbyshire, East Midlands, England, S43 4PL, United Kingdom","(53.277718193221986, -1.265531666169504, 0.0)",53.277718193221986,-1.265531666169504,0.0\nThe Staddy,144 Staddiscombe Road,Staddiscombe,,Plymouth,PL9 9LT,South West,"Plymouth, South West England, England, PL9 9LT, United Kingdom","(50.345623704030714, -4.084578516312679, 0.0)",50.345623704030714,-4.084578516312679,0.0\nThe Storehouse Skegness,North Parade,,,Skegness,PE25 1BY,Midlands,"Skegness, East Lindsey, Lincolnshire, East Midlands, England, PE25 1BY, United Kingdom","(53.150040596596476, 0.3461007870888031, 0.0)",53.150040596596476,0.3461007870888031,0.0\nThe Table Tennis Club Grantham Meres,Trent Road,,,Grantham,NG31 7XQ,Midlands,"Grantham, South Kesteven, Lincolnshire, East Midlands, England, NG31 7XQ, United Kingdom","(52.904067965304826, -0.6644123698703878, 0.0)",52.904067965304826,-0.6644123698703878,0.0\nThe Vallance Centre,Wadeson Road,,,Manchester,M13 9UJ,North West,"Manchester, Greater Manchester, North West England, England, M13 9UJ, United Kingdom","(53.47037210960971, -2.224872079182471, 0.0)",53.47037210960971,-2.224872079182471,0.0\nThe Waldron Health Centre,Waldron Health Centre,Amersham Vale,New Cross,London,SE14 6LD,London,"London Borough of Lewisham, London, Greater London, England, SE14 6LD, United Kingdom","(51.47671793265806, -0.031701700566136304, 0.0)",51.47671793265806,-0.031701700566136304,0.0\nThe White Horse Health Centre,Mane Way,,,Westbury,BA13 3FQ,South West,"Westbury, Wiltshire, South West England, England, BA13 3FQ, United Kingdom","(51.252662020847474, -2.2034469957544203, 0.0)",51.252662020847474,-2.2034469957544203,0.0\nThe Wilson Hospital,Cranmer Road,,,Mitcham,CR4 4LD,London,"London Borough of Merton, London, Greater London, England, CR4 4LD, United Kingdom","(51.39847062728921, -0.1641045578424311, 0.0)",51.39847062728921,-0.1641045578424311,0.0\nThe Winding Wheel,New Exhibition Centre,13 Holywell Street,,Chesterfield,S41 7SA,Midlands,"Chesterfield, Derbyshire, East Midlands, England, S41 7SA, United Kingdom","(53.2373273, -1.4248338, 0.0)",53.2373273,-1.4248338,0.0\nThetford Healthy Living Centre,Croxton Road,Watton,,Thetford,IP24 1JD,East of England,"Thetford, Breckland, Norfolk, East of England, England, IP24 1JD, United Kingdom","(52.420255487098224, 0.7494804283869286, 0.0)",52.420255487098224,0.7494804283869286,0.0\nThistlemoor Medical Centre,Thistlemoor Road,,,Peterborough,PE1 3HP,East of England,"City of Peterborough, East of England, England, PE1 3HP, United Kingdom","(52.5939535, -0.2564653, 0.0)",52.5939535,-0.2564653,0.0\nThomas Walker Surgery,87-91 Princes Street,,,Peterborough,PE1 2QP,East of England,"City of Peterborough, East of England, England, PE1 2QP, United Kingdom","(52.584016138814754, -0.2405760500062681, 0.0)",52.584016138814754,-0.2405760500062681,0.0\nThornaby & Barwick Medical Group,Barwick Medical Centre,Lowfields Avenue,Ingleby Barwick,Stockton-On-Tees,TS17 0RJ,North East and Yorkshire,"Lowfields, Ingleby Barwick, Stockton-on-Tees, North East England, England, TS17 0RJ, United Kingdom","(54.52388830717365, -1.309216224549706, 0.0)",54.52388830717365,-1.309216224549706,0.0\nThornbrook Surgery,Thornbrook Road,Chapel-En-Le-Frith,,High Peak,SK23 0RH,Midlands,"Chapel-en-le-Frith, High Peak, Derbyshire, East Midlands, England, SK23 0RH, United Kingdom","(53.323486661381864, -1.911118480067165, 0.0)",53.323486661381864,-1.911118480067165,0.0\nThornbury Road Health Centre,Thornbury Road,,,Isleworth,TW7 4HQ,London,"London Borough of Hounslow, London, Greater London, England, TW7 4HQ, United Kingdom","(51.474432269449224, -0.3454432291036295, 0.0)",51.474432269449224,-0.3454432291036295,0.0\nThorne Leisure Centre,Haynes Road,Thorne,,Doncaster,DN8 5HX,North East and Yorkshire,"Thorne, Moorends, Doncaster, Yorkshire and the Humber, England, DN8 5HX, United Kingdom","(53.61136632195595, -0.9543515311329891, 0.0)",53.61136632195595,-0.9543515311329891,0.0\nThorntree Surgery,11 Beresford Buildings,,,Middlesbrough,TS3 9NB,North East and Yorkshire,"Thorntree, Middlesbrough, North East England, England, TS3 9NB, United Kingdom","(54.565208048161956, -1.1834604696246267, 0.0)",54.565208048161956,-1.1834604696246267,0.0\nThorpe Astley,Thorpe Astley Community Centre,Lakin Drive,Braunstone,Leicester,LE3 3RU,Midlands,"Braunstone, Braunstone Town, Blaby, Leicestershire, East Midlands, England, LE3 3RU, United Kingdom","(52.61912236860248, -1.202401725488474, 0.0)",52.61912236860248,-1.202401725488474,0.0\nTidworth Leisure Centre,Nadder Road,,,Tidworth,SP9 7QN,South West,"Tidworth, Wiltshire, South West England, England, SP9 7QN, United Kingdom","(51.23734969111987, -1.6606435125328998, 0.0)",51.23734969111987,-1.6606435125328998,0.0\nTile Hill Primary Care Centre,Jardine Crescent,,,Coventry,CV4 9PL,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV4 9PL, United Kingdom","(52.40721362627675, -1.5792745155583416, 0.0)",52.40721362627675,-1.5792745155583416,0.0\nTilehurst Village Surgery,92 Westwood Road,Tilehurst,,Reading,RG31 5PP,South East,"Reading, South East England, England, RG31 5PP, United Kingdom","(51.46079244444978, -1.042079227338697, 0.0)",51.46079244444978,-1.042079227338697,0.0\nToddington Medical Centre,Luton Road,Toddington,Dunstable,Luton,LU5 6DE,East of England,"Toddington, Central Bedfordshire, East of England, England, LU5 6DE, United Kingdom","(51.9477298, -0.5322599, 0.0)",51.9477298,-0.5322599,0.0\nTodmorden Group Practice,Lower George Street,,,Todmorden,OL14 5RN,North East and Yorkshire,"Todmorden, Calderdale, West Yorkshire, Yorkshire and the Humber, England, OL14 5RN, United Kingdom","(53.713651355497475, -2.092158838573704, 0.0)",53.713651355497475,-2.092158838573704,0.0\nTonbridge Baptist Church,Derwent Road,,,Tonbridge,TN10 3HZ,South East,"Tonbridge and Malling, Kent, South East England, England, TN10 3HZ, United Kingdom","(51.21132013831993, 0.275646766450295, 0.0)",51.21132013831993,0.275646766450295,0.0\nTonge Moor Health Centre,Thicketford Road,,,Bolton,BL2 2LW,North West,BL2 2LW,"(53.5891388376983, -2.40905570082865, 0.0)",53.5891388376983,-2.40905570082865,0.0\n"Totally Wicked Stadium, St Helens RLFC",Peasley Cross Lane,,,St. Helens,WA9 3AL,North West,"St Helens, North West England, England, WA9 3AL, United Kingdom","(53.4467117751303, -2.7230278534353207, 0.0)",53.4467117751303,-2.7230278534353207,0.0\nTownsend Health Centre,98 Townsend Lane,Anfield,,Liverpool,L6 0AY,North West,"Liverpool, North West England, England, L6 0AY, United Kingdom","(53.429895852539964, -2.9453431776377528, 0.0)",53.429895852539964,-2.9453431776377528,0.0\nTrevelyan House Surgery,Trevelyan House,160 Tooting High Street,,London,SW17 0RT,London,"London Borough of Wandsworth, London, Greater London, England, SW17 0RT, United Kingdom","(51.4248204, -0.1711501, 0.0)",51.4248204,-0.1711501,0.0\nTrinity Park Conference Centre,Felixstowe Road,,,Ipswich,IP3 8UH,East of England,"Purdis Farm, East Suffolk, Suffolk, East of England, England, IP3 8UH, United Kingdom","(52.03274939700682, 1.2231415428727863, 0.0)",52.03274939700682,1.2231415428727863,0.0\nTruro Health Park,Truro Health Park,Infirmary Hill,,Truro,TR1 2JA,South West,"Truro, Highertown, Truro, South West England, England, TR1 2JA, United Kingdom","(50.25960190153053, -5.0551282571933, 0.0)",50.25960190153053,-5.0551282571933,0.0\nTunbridge Wells Masonic Hall,St John\'s Road,,,Tunbridge Wells,TN4 9UY,South East,"Tunbridge Wells, Kent, South East England, England, TN4 9UY, United Kingdom","(51.1478352, 0.263073, 0.0)",51.1478352,0.263073,0.0\nTurnpike House,37 Newtown Road,,,Worcester,WR5 1HG,Midlands,"Worcester, Worcestershire, West Midlands, England, WR5 1HG, United Kingdom","(52.19504877601582, -2.2026300584900333, 0.0)",52.19504877601582,-2.2026300584900333,0.0\nTwo Rivers Medical Centre,30 Woodbridge Road East,,,Ipswich,IP4 5PB,East of England,"Ipswich, Suffolk, East of England, England, IP4 5PB, United Kingdom","(52.060247456614476, 1.1956676961587855, 0.0)",52.060247456614476,1.1956676961587855,0.0\nUlverston Community Health Centre,Ulverston Community Health Centre,Stanley Street,,Ulverston,LA12 7BT,North West,"Ulverston, South Lakeland, Cumbria, North West England, England, LA12 7BT, United Kingdom","(54.19888451736037, -3.0978429906627065, 0.0)",54.19888451736037,-3.0978429906627065,0.0\n"Units 6, 7 and 7a",Business Park East,Fifth Avenue,,Letchworth Garden City,SG6 2TS,East of England,"North Hertfordshire, Hertfordshire, East of England, England, SG6 2TS, United Kingdom","(51.980051083370746, -0.20637143544240133, 0.0)",51.980051083370746,-0.20637143544240133,0.0\nUniversity Health Centre,University Health Centre,9-11 Northcourt Avenue,,Reading,RG2 7HE,South East,"Reading, South East England, England, RG2 7HE, United Kingdom","(51.440870009274434, -0.9543084611850687, 0.0)",51.440870009274434,-0.9543084611850687,0.0\nUniversity Health Service,Building 48,University of Highfield,,Southampton,SO17 1BJ,South East,"Highfield, Southampton, South East England, England, SO17 1BJ, United Kingdom","(50.93456354779223, -1.397552761330047, 0.0)",50.93456354779223,-1.397552761330047,0.0\nUniversity Health Service Health Centre,University Health Service,53 Gell Street,,Sheffield,S3 7QP,North East and Yorkshire,S3 7QP,"(53.380392683217984, -1.482678392850967, 0.0)",53.380392683217984,-1.482678392850967,0.0\n"Upper Floor, The Jenner Health Centre",Jenner Health Centre,201-203 Stanstead Road,Forest Hill,London,SE23 1HU,London,"London Borough of Lewisham, London, Greater London, England, SE23 1HU, United Kingdom","(51.44238749962568, -0.04113884551010568, 0.0)",51.44238749962568,-0.04113884551010568,0.0\nUpton Surgery,Upton Surgery,Tunnel Hill,Upton-Upon-Severn,Worcester,WR8 0QL,Midlands,"Tunnel Hill, Upton-upon-Severn, Malvern Hills, Worcestershire, West Midlands, England, WR8 0QL, United Kingdom","(52.057681620601386, -2.2289510229642633, 0.0)",52.057681620601386,-2.2289510229642633,0.0\nVale Community Hospital,Lister Road,,,Dursley,GL11 4BA,South West,"Dursley, Stroud, Gloucestershire, South West England, England, GL11 4BA, United Kingdom","(51.68927796779094, -2.354806996366495, 0.0)",51.68927796779094,-2.354806996366495,0.0\nValkyrie Primary Care Centre,1st Floor - Valkyrie Primary Care Centre,50 Valkyrie Road,,Westcliff-On-Sea,SS0 8BU,East of England,"Southend-on-Sea, East of England, England, SS0 8BU, United Kingdom","(51.539377505041266, 0.6908943573737544, 0.0)",51.539377505041266,0.6908943573737544,0.0\nValley Medical Centre,75 Hartsbourne Avenue,,,Liverpool,L25 1RY,North West,"Liverpool, North West England, England, L25 1RY, United Kingdom","(53.39916606267333, -2.8766057145391852, 0.0)",53.39916606267333,-2.8766057145391852,0.0\nValley Medical Centre,Johnson Street,Stocksbridge,,Sheffield,S36 1BX,North East and Yorkshire,"Stocksbridge, Bolsterstone, Sheffield, Yorkshire and the Humber, England, S36 1BX, United Kingdom","(53.482925040726215, -1.5964052944823477, 0.0)",53.482925040726215,-1.5964052944823477,0.0\nValley Park Surgery,Franklin Way,,,Croydon,CR0 4YD,London,"London Borough of Croydon, London, Greater London, England, CR0 4YD, United Kingdom","(51.38193306614704, -0.12734431937874888, 0.0)",51.38193306614704,-0.12734431937874888,0.0\nVictoria Central Hospital,Victoria Central Hospital,Mill Lane,,Wallasey,CH44 5UF,North West,"Wirral, North West England, England, CH44 5UF, United Kingdom","(53.415702, -3.0458567, 0.0)",53.415702,-3.0458567,0.0\nVictoria Hospital (Raphael House),Pettits Lane,,,Romford,RM1 4HL,London,"London Borough of Havering, London, Greater London, England, RM1 4HL, United Kingdom","(51.583654901013226, 0.18728369663036873, 0.0)",51.583654901013226,0.18728369663036873,0.0\nVictoria Medical Centre,Victoria Road,,,Hartlepool,TS26 8DF,North East and Yorkshire,"Hartlepool, North East England, England, TS26 8DF, United Kingdom","(54.68520042947042, -1.2185768198895044, 0.0)",54.68520042947042,-1.2185768198895044,0.0\nVillage Surgery,Dudley Lane,Manor Walks Shopping Centre,,Cramlington,NE23 6US,North East and Yorkshire,"Cramlington, Northumberland, North East England, England, NE23 6US, United Kingdom","(55.08474455722382, -1.5870837570717935, 0.0)",55.08474455722382,-1.5870837570717935,0.0\nViolet Melchett,Violet Melchett Clinic,30 Flood Walk,,London,SW3 5RR,London,"Royal Borough of Kensington and Chelsea, London, Greater London, England, SW3 5RR, United Kingdom","(51.4870463, -0.1662537, 0.0)",51.4870463,-0.1662537,0.0\nWainscott Surgery,Miller Way,Wainscott,,Rochester,ME2 4LP,South East,"Frindsbury Extra, Medway, South East England, England, ME2 4LP, United Kingdom","(51.40947607123144, 0.5068040270805981, 0.0)",51.40947607123144,0.5068040270805981,0.0\nWaitrose Sports Hall,Willoughby Road,,,Bracknell,RG12 8FB,South East,"Southern Industrial Area, Bracknell, Bracknell Forest, South East England, England, RG12 8FB, United Kingdom","(51.40939647727798, -0.7671890892380873, 0.0)",51.40939647727798,-0.7671890892380873,0.0\nWallingford Community Hospital,Reading Road,,,Wallingford,OX10 9DU,South East,"Wallingford, South Oxfordshire, Oxfordshire, South East England, England, OX10 9DU, United Kingdom","(51.59549261374428, -1.1282778357294487, 0.0)",51.59549261374428,-1.1282778357294487,0.0\nWalthamstow Central Library,High Street,Walthamstow,,London,E17 7JN,London,"London Borough of Waltham Forest, London, Greater London, England, E17 7JN, United Kingdom","(51.584475797294566, -0.021060824461599487, 0.0)",51.584475797294566,-0.021060824461599487,0.0\nWantage Health Centre,The Health Centre,Mably Way,,Wantage,OX12 9BN,South East,"Grove, Vale of White Horse, Oxfordshire, South East England, England, OX12 9BN, United Kingdom","(51.598763174450916, -1.4258472938209137, 0.0)",51.598763174450916,-1.4258472938209137,0.0\nWare Drill Hall,17 Amwell End,,,Ware,SG12 9HP,East of England,"Ware, East Hertfordshire, Hertfordshire, East of England, England, SG12 9HP, United Kingdom","(51.80869083540198, -0.029811425852475527, 0.0)",51.80869083540198,-0.029811425852475527,0.0\nWareham Hospital,Streche Road,,,Wareham,BH20 4QQ,South West,"Wareham Town, Dorset, South West England, England, BH20 4QQ, United Kingdom","(50.68698604572237, -2.116746678114722, 0.0)",50.68698604572237,-2.116746678114722,0.0\nWargrave Surgery,Victoria Road,Wargrave,,Reading,RG10 8BP,South East,"Wargrave, Wokingham, South East England, England, RG10 8BP, United Kingdom","(51.501472788995684, -0.8622440437825368, 0.0)",51.501472788995684,-0.8622440437825368,0.0\nWashington PCC,Washington Primary Care Centre,Princess Ann Park,Parkway,Washington,NE38 7QZ,North East and Yorkshire,"Washington, Sunderland, Tyne and Wear, North East England, England, NE38 7QZ, United Kingdom","(54.898042830712335, -1.5290776035390408, 0.0)",54.898042830712335,-1.5290776035390408,0.0\nWashwood Heath Health Centre,4 Clodeshall Road,Saltley,,Birmingham,B8 3SN,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B8 3SN, United Kingdom","(52.48830027191821, -1.849087892828851, 0.0)",52.48830027191821,-1.849087892828851,0.0\nWaterloo House Surgery,Lapstone Road,,,Millom,LA18 4BY,North West,"Millom, Haverigg, Copeland, Cumbria, North West England, England, LA18 4BY, United Kingdom","(54.20881216919689, -3.268093695866383, 0.0)",54.20881216919689,-3.268093695866383,0.0\nWaterlooville Health Centre,Waterlooville Health Centre,Dryden Close,,Waterlooville,PO7 6AJ,South East,"Havant, Hampshire, South East England, England, PO7 6AJ, United Kingdom","(50.89189925002038, -1.0336010147375303, 0.0)",50.89189925002038,-1.0336010147375303,0.0\nWaters Green Medical Centre,Sunderland Street,,,Macclesfield,SK11 6JL,North West,"Macclesfield, Cheshire East, North West England, England, SK11 6JL, United Kingdom","(53.2578688, -2.1224933999999998, 0.0)",53.2578688,-2.1224933999999998,0.0\nWaters Meeting Health Centre,FAO Natalie Preece,95 Waters Meeting Road,,Bolton,BL1 8TT,North West,BL1 8TT,"(53.59589661425511, -2.4305086505127544, 0.0)",53.59589661425511,-2.4305086505127544,0.0\nWatford Health Centte,21 Upton Road,,,Watford,WD18 0JP,East of England,"Watford, Hertfordshire, East of England, England, WD18 0JP, United Kingdom","(51.65644482505075, -0.40136948228042935, 0.0)",51.65644482505075,-0.40136948228042935,0.0\nWatling Medical Centre,108 Watling Avenue,,,Edgware,HA8 0NR,London,HA8 0NR,"(51.60329064701824, -0.2620209514799359, 0.0)",51.60329064701824,-0.2620209514799359,0.0\nWeavers Medical,Prospect House,121 Lower Street,,Kettering,NN16 8DN,Midlands,NN16 8DN,"(52.40124028, -0.73402888, 0.0)",52.40124028,-0.73402888,0.0\nWeedon Surgery,Weedon Surgery,57 New Croft,Weedon,Northampton,NN7 4RX,Midlands,"Weedon Bec, West Northamptonshire, East Midlands, England, NN7 4RX, United Kingdom","(52.22577276598706, -1.0814536155771748, 0.0)",52.22577276598706,-1.0814536155771748,0.0\nWell Close Medical Group,Well Close Square,,,Berwick-Upon-Tweed,TD15 1LL,North East and Yorkshire,"Berwick-upon-Tweed, Northumberland, North East England, England, TD15 1LL, United Kingdom","(55.7724582508066, -2.006127065107102, 0.0)",55.7724582508066,-2.006127065107102,0.0\nWellington Community Hospital,Bulford,,,Wellington,TA21 8QQ,South West,"Wellington, Somerset West and Taunton, Somerset, South West England, England, TA21 8QQ, United Kingdom","(50.9764662461508, -3.227013911872226, 0.0)",50.9764662461508,-3.227013911872226,0.0\nWellington Medical Practice,Chapel Lane,Wellington,,Telford,TF1 1PZ,Midlands,"Wellington, Telford and Wrekin, West Midlands, England, TF1 1PZ, United Kingdom","(52.699878025801866, -2.5142037043190597, 0.0)",52.699878025801866,-2.5142037043190597,0.0\nWem & Prees Medical Practice (Prees Branch),The Grocott Medical Centre,Whitchurch Road,Prees,Whitchurch,SY13 2DG,Midlands,"Prees, Shropshire, West Midlands, England, SY13 2DG, United Kingdom","(52.90087785602962, -2.6646967148896756, 0.0)",52.90087785602962,-2.6646967148896756,0.0\nWembley Centre for Health and Care,116 Chaplin Road,,,Wembley,HA0 4UZ,London,HA0 4UZ,"(51.54971272307694, -0.3067853393354926, 0.0)",51.54971272307694,-0.3067853393354926,0.0\nWentworth Medical Practice,38 Wentworth Avenue,Finchley,,London,N3 1YL,London,N3 1YL,"(51.60774537334018, -0.1879232237226305, 0.0)",51.60774537334018,-0.1879232237226305,0.0\nWest Derby Medical Centre,3 Winterburn Crescent,West Derby,,Liverpool,L12 8TQ,North West,"Liverpool, North West England, England, L12 8TQ, United Kingdom","(53.431256497644085, -2.8959447610602305, 0.0)",53.431256497644085,-2.8959447610602305,0.0\nWest Heath Surgery,196 West Heath Road,Northfield,,Birmingham,B31 3HB,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B31 3HB, United Kingdom","(52.40158414107915, -1.9619978960770748, 0.0)",52.40158414107915,-1.9619978960770748,0.0\nWest Mendip Community Hospital,Old Wells Road,,,Glastonbury,BA6 8JD,South West,"Glastonbury, Mendip, Somerset, South West England, England, BA6 8JD, United Kingdom","(51.16047809622315, -2.699231104493793, 0.0)",51.16047809622315,-2.699231104493793,0.0\n"West Stand, Halliwell Jones Stadium",Winwick Road,,,Warrington,WA2 7NE,North West,"Warrington, North West England, England, WA2 7NE, United Kingdom","(53.39632267054255, -2.5952290946552465, 0.0)",53.39632267054255,-2.5952290946552465,0.0\nWest View Surgery,9 Park Road,Keynsham,,Bristol,BS31 1BX,South West,"Keynsham, Bath and North East Somerset, South West England, England, BS31 1BX, United Kingdom","(51.41192320108828, -2.5021200561438737, 0.0)",51.41192320108828,-2.5021200561438737,0.0\nWest Walk Surgery,Yate West Gate Centre,21 West Walk,Yate,Bristol,BS37 4AX,South West,"Yate, South Gloucestershire, South West England, England, BS37 4AX, United Kingdom","(51.54036949592176, -2.414341739235081, 0.0)",51.54036949592176,-2.414341739235081,0.0\nWest Wickham & Shirley Baptist Church,Wickham Road,,,Croydon,CR0 8EH,London,"London Borough of Croydon, London, Greater London, England, CR0 8EH, United Kingdom","(51.37763405297222, -0.027201170535630818, 0.0)",51.37763405297222,-0.027201170535630818,0.0\n"West Wight Sport And Community Centre, Freshwater",Moa Place,,,Freshwater,PO40 9XH,South East,"Freshwater, Isle of Wight, South East England, England, PO40 9XH, United Kingdom","(50.6811634, -1.52409555, 0.0)",50.6811634,-1.52409555,0.0\nWestbourne Medical centre,Milburn Road,Westbourne,,Bournemouth,BH4 9HJ,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH4 9HJ, United Kingdom","(50.7236238830939, -1.9016860960656725, 0.0)",50.7236238830939,-1.9016860960656725,0.0\nWestcotes Health Centre,Fosse Road South,Beaumont Leys,,Leicester,LE3 0LP,Midlands,"City of Leicester, East Midlands, England, LE3 0LP, United Kingdom","(52.63137727173202, -1.1534731631876969, 0.0)",52.63137727173202,-1.1534731631876969,0.0\nWestcourt Medical Centre,12 The Street,Rustington,,Littlehampton,BN16 3NX,South East,"Rustington, Arun, West Sussex, South East England, England, BN16 3NX, United Kingdom","(50.81149044730149, -0.5137450648940365, 0.0)",50.81149044730149,-0.5137450648940365,0.0\nWestcroft Health Centre,1 Savill Lane,Westcroft,,Milton Keynes,MK4 4EN,East of England,"Shenley Brook End, Milton Keynes, South East England, England, MK4 4EN, United Kingdom","(52.0063682, -0.7957249, 0.0)",52.0063682,-0.7957249,0.0\nWestern Favell HC,Billing Brook Road,Western Favell,,Northampton,NN3 8DW,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN3 8DW, United Kingdom","(52.25800634549444, -0.8350537405298813, 0.0)",52.25800634549444,-0.8350537405298813,0.0\nWestridge Leisure Centre,Brading Road,,,Ryde,PO33 1QS,South East,"Nettlestone and Seaview, Isle of Wight, South East England, England, PO33 1QS, United Kingdom","(50.7107195729479, -1.1418299555746907, 0.0)",50.7107195729479,-1.1418299555746907,0.0\nWestway Commuity Centre,25 Chaldon Road,,,Caterham,CR3 5PG,South East,"Caterham-on-the-Hill, Tandridge, Surrey, South East England, England, CR3 5PG, United Kingdom","(51.28650876570787, -0.09127620800438191, 0.0)",51.28650876570787,-0.09127620800438191,0.0\nWestwood Mason Hall,168 Bellegrove Road,,,Welling,DA16 3RD,London,"London Borough of Bexley, London, Greater London, England, DA16 3RD, United Kingdom","(51.464556554903886, 0.09602043637505471, 0.0)",51.464556554903886,0.09602043637505471,0.0\nWetherby Health Centre (LCH),42 Hallfield Lane,,,Wetherby,LS22 6JS,North East and Yorkshire,"Wetherby, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS22 6JS, United Kingdom","(53.93041395617371, -1.3795757175235996, 0.0)",53.93041395617371,-1.3795757175235996,0.0\nWeymouth Community Hospital,Weymouth Community Hospital,3 Melcombe Avenue,,Weymouth,DT4 7TB,South West,"Weymouth, Dorset, South West England, England, DT4 7TB, United Kingdom","(50.62134796628647, -2.450702953439403, 0.0)",50.62134796628647,-2.450702953439403,0.0\nWhaddon Medical Centre,Fern Grove,Bletchley,,Milton Keynes,MK2 3HN,East of England,"Bletchley and Fenny Stratford, Fenny Stratford, Milton Keynes, South East England, England, MK2 3HN, United Kingdom","(51.97927806276439, -0.7258083700503328, 0.0)",51.97927806276439,-0.7258083700503328,0.0\nWhetley Medical Centre,2 Saplin Street,,,Bradford,BD8 9DW,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD8 9DW, United Kingdom","(53.803568801911396, -1.7779454890233464, 0.0)",53.803568801911396,-1.7779454890233464,0.0\nWhitby Pavillion,West Cliff,The Spa,,Whitby,YO21 3EN,North East and Yorkshire,"Whitby, Ruswarp, Scarborough, North Yorkshire, Yorkshire and the Humber, England, YO21 3EN, United Kingdom","(54.49088173827694, -0.6201530810803656, 0.0)",54.49088173827694,-0.6201530810803656,0.0\nWhite City Community Centre,India Way,,,London,W12 7QT,London,"London Borough of Hammersmith and Fulham, London, Greater London, England, W12 7QT, United Kingdom","(51.51074026434595, -0.22769972140724884, 0.0)",51.51074026434595,-0.22769972140724884,0.0\nWhitefields Surgery,Hunsbury Hill Road,,,Northampton,NN4 9UW,Midlands,"West Hunsbury, West Northamptonshire, East Midlands, England, NN4 9UW, United Kingdom","(52.220758392209284, -0.9269233277375002, 0.0)",52.220758392209284,-0.9269233277375002,0.0\nWhitegate Health Centre,Whitegate Health Centre,Whitegate Drive,,Blackpool,FY3 9ES,North West,"Blackpool, North West England, England, FY3 9ES, United Kingdom","(53.8120223, -3.03323995, 0.0)",53.8120223,-3.03323995,0.0\nWhiteheath Medical Centre,Badsey Road,,,Oldbury,B69 1EJ,Midlands,"Lion Farm Estate, Turner\'s Portway, Rounds Green, Sandwell, West Midlands Combined Authority, West Midlands, England, B69 1EJ, United Kingdom","(52.49312730599293, -2.0348775121955085, 0.0)",52.49312730599293,-2.0348775121955085,0.0\nWhitehouse Medical Centre,Dorset Way,Whitehouse,,Milton Keynes,MK8 1BP,East of England,MK8 1BP,"(52.0349436271159, -0.8110693502521207, 0.0)",52.0349436271159,-0.8110693502521207,0.0\nWhitley House Surgery,2 Crompton House,Writtle Road,,Chelmsford,CM1 3RW,East of England,"Chelmsford town, Chelmsford, Essex, East of England, England, CM1 3RW, United Kingdom","(51.726399476592796, 0.4562414980799876, 0.0)",51.726399476592796,0.4562414980799876,0.0\nWhitmore Reans HC,Lowe Street,,,Wolverhampton,WV6 0QL,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV6 0QL, United Kingdom","(52.5957286332954, -2.1425218136096813, 0.0)",52.5957286332954,-2.1425218136096813,0.0\nWigton Hospital,Cross Lane,,,Wigton,CA7 9DD,North East and Yorkshire,"Wigton, Allerdale, Cumbria, North West England, England, CA7 9DD, United Kingdom","(54.830561234231645, -3.171460273645918, 0.0)",54.830561234231645,-3.171460273645918,0.0\nWillerby Hill,Beverley Road,Willerby,,Hull,HU10 6ED,North East and Yorkshire,"Cottingham, East Riding of Yorkshire, Yorkshire and the Humber, England, HU10 6ED, United Kingdom","(53.77194371950661, -0.44470314141026207, 0.0)",53.77194371950661,-0.44470314141026207,0.0\nWillesden Centre for Health & Care,Robson Avenue,,,London,NW10 3RY,London,NW10 3RY,"(51.54283567950006, -0.23552609504875588, 0.0)",51.54283567950006,-0.23552609504875588,0.0\nWilmslow Health Centre,Chapel Lane,,,Wilmslow,SK9 5HX,North West,"Wilmslow, Cheshire East, North West England, England, SK9 5HX, United Kingdom","(53.32237764209887, -2.238173797662349, 0.0)",53.32237764209887,-2.238173797662349,0.0\nWinchester Holiday Inn,Telegraph Way,,,Winchester,SO21 1HZ,South East,"Chilcomb, Winchester, Hampshire, South East England, England, SO21 1HZ, United Kingdom","(51.05941391839584, -1.2652874401354095, 0.0)",51.05941391839584,-1.2652874401354095,0.0\nWinchmore Hill Practice,808 Green Lanes,Winchmore Hill,,London,N21 2SA,London,"London Borough of Enfield, London, Greater London, England, N21 2SA, United Kingdom","(51.6332477, -0.0937945, 0.0)",51.6332477,-0.0937945,0.0\nWindhill Green Emerald Suite,2 Thackley Old Road,,,Shipley,BD18 1QB,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD18 1QB, United Kingdom","(53.83539729095631, -1.7649221002744826, 0.0)",53.83539729095631,-1.7649221002744826,0.0\nWindrush Health Centre,Welch Way,,,Witney,OX28 6JS,South East,"Witney, West Oxfordshire, Oxfordshire, South East England, England, OX28 6JS, United Kingdom","(51.787322417616004, -1.4889434689020882, 0.0)",51.787322417616004,-1.4889434689020882,0.0\nWindsor Racecourse,Maidenhead Road,,,Windsor,SL4 5EZ,South East,"Windsor and Maidenhead, South East England, England, SL4 5EZ, United Kingdom","(51.48441916161043, -0.6319625527976765, 0.0)",51.48441916161043,-0.6319625527976765,0.0\nWingfield Surgery,72 Wingfield Road,,,Trowbridge,BA14 9EN,South West,BA14 9EN,"(51.31758730277855, -2.2208383909346767, 0.0)",51.31758730277855,-2.2208383909346767,0.0\nWinston Churchill Theatre,Pinn Way,Ruislip,\xa0,London,HA4 7QL,London,"London Borough of Hillingdon, London, Greater London, England, HA4 7QL, United Kingdom","(51.57894343112134, -0.42876450946086114, 0.0)",51.57894343112134,-0.42876450946086114,0.0\nWinyates Health Centre,Winyates Centre,Winyates Way,,Redditch,B98 0NR,Midlands,"Redditch, Worcestershire, West Midlands, England, B98 0NR, United Kingdom","(52.30338, -1.89453, 0.0)",52.30338,-1.89453,0.0\nWokingham Medical Centre/Bradbury Centre,23 Rose Street,,,Wokingham,RG40 1XS,South East,"Wokingham, South East England, England, RG40 1XS, United Kingdom","(51.41166062664491, -0.8310863146900906, 0.0)",51.41166062664491,-0.8310863146900906,0.0\nWoodbridge Community Hall,Station Road,,,Woodbridge,IP12 4AU,East of England,"Woodbridge, East Suffolk, Suffolk, East of England, England, IP12 4AU, United Kingdom","(52.090474771705914, 1.317220779240912, 0.0)",52.090474771705914,1.317220779240912,0.0\nWoodchurch Leisure Centre,Carr Bridge Road,,,Wirral,CH49 8EU,North West,"Wirral, North West England, England, CH49 8EU, United Kingdom","(53.37973637356488, -3.081036334229621, 0.0)",53.37973637356488,-3.081036334229621,0.0\nWoodcross MC,Woodcross Lane,,,Bilston,WV14 9BX,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV14 9BX, United Kingdom","(52.55132664231762, -2.0999477507415243, 0.0)",52.55132664231762,-2.0999477507415243,0.0\nWoodgate Valley Practice,61 Stevens Avenue,,,Birmingham,B32 3SD,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B32 3SD, United Kingdom","(52.44269561101278, -1.9915074549546188, 0.0)",52.44269561101278,-1.9915074549546188,0.0\nWoodhouse Health Centre,Cambridge Road,,,Leeds,LS6 2SF,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS6 2SF, United Kingdom","(53.81262849727085, -1.5475389906863952, 0.0)",53.81262849727085,-1.5475389906863952,0.0\nWoodhouse Health Centre,5-9 Skelton Lane,Woodhouse,,Sheffield,S13 7LY,North East and Yorkshire,"Woodhouse, Sheffield, Yorkshire and the Humber, England, S13 7LY, United Kingdom","(53.357652823282606, -1.37203904964663, 0.0)",53.357652823282606,-1.37203904964663,0.0\nWoodhouse Park Lifestyle Centre,206 Portway,,,Manchester,M22 1QW,North West,"Manchester, Greater Manchester, North West England, England, M22 1QW, United Kingdom","(53.373910881987, -2.27333690403215, 0.0)",53.373910881987,-2.27333690403215,0.0\nWoodlands Family Practice,Gillingham Medical Centre,Woodlands Road,,Gillingham,ME7 2BU,South East,"Gillingham, Medway, South East England, England, ME7 2BU, United Kingdom","(51.3784174798291, 0.5666424506894671, 0.0)",51.3784174798291,0.5666424506894671,0.0\nWoodley Centre Surgery,1st Floor,6 Headley Road,Woodley,Reading,RG5 4JA,South East,"Woodley, Wokingham, South East England, England, RG5 4JA, United Kingdom","(51.45301680610492, -0.9040425244065098, 0.0)",51.45301680610492,-0.9040425244065098,0.0\nWoodroyd Medical Practice,Woodroyd Centre,Woodroyd Road,,Bradford,BD5 8EL,North East and Yorkshire,"Trident, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD5 8EL, United Kingdom","(53.775182740889754, -1.753878123542737, 0.0)",53.775182740889754,-1.753878123542737,0.0\nWoodsend Medical Centre,Woodsend Medical Centre,School Place,,Corby,NN18 0QP,Midlands,NN18 0QP,"(52.48464291807628, -0.7118024015407488, 0.0)",52.48464291807628,-0.7118024015407488,0.0\nWoolpit Health Centre,Heath Road,Woolpit,,Bury St. Edmunds,IP30 9QU,East of England,"Woolpit, Mid Suffolk, Suffolk, East of England, England, IP30 9QU, United Kingdom","(52.22351681018252, 0.892762682776825, 0.0)",52.22351681018252,0.892762682776825,0.0\nWV Active,Aldersley Road,,,Wolverhampton,WV6 9NW,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV6 9NW, United Kingdom","(52.605442889366806, -2.1496505827969457, 0.0)",52.605442889366806,-2.1496505827969457,0.0\nWycombe Town Hall,Queen Victoria Road,,,High Wycombe,HP11 1BG,South East,"High Wycombe, Buckinghamshire, South East England, England, HP11 1BG, United Kingdom","(51.62807713960282, -0.7491066481273733, 0.0)",51.62807713960282,-0.7491066481273733,0.0\nYardley Green Medical Centre,73-77 Yardley Green Road,Bordesley Green,,Birmingham,B9 5PU,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B9 5PU, United Kingdom","(52.47575940818664, -1.8395582249482674, 0.0)",52.47575940818664,-1.8395582249482674,0.0\nYarnspinners PHCC,Carr Road,,,Nelson,BB9 7SR,North West,"Nelson, Pendle, Lancashire, North West England, England, BB9 7SR, United Kingdom","(53.838042477244635, -2.218850349727503, 0.0)",53.838042477244635,-2.218850349727503,0.0\nYeadon Health Centre,Yeadon Health Centre,17 South View Road,Yeadon,Leeds,LS19 7PS,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS19 7PS, United Kingdom","(53.865736548403866, -1.683170443384146, 0.0)",53.865736548403866,-1.683170443384146,0.0\nYork Medical Centre,St Johns Health Centre,Oak Lane,,Twickenham,TW1 3PA,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW1 3PA, United Kingdom","(51.44936900119361, -0.32569747032800556, 0.0)",51.44936900119361,-0.32569747032800556,0.0\nYorkshire Event Centre,Hall 2,Great Yorkshire Showground,Railway Road,Harrogate,HG2 8NZ,North East and Yorkshire,"Harrogate, North Yorkshire, Yorkshire and the Humber, England, HG2 8NZ, United Kingdom","(53.98299787577521, -1.500172596193383, 0.0)",53.98299787577521,-1.500172596193383,0.0\n'
In [132]:
gpled.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\gpled.csv", index = False)
In [143]:
vacc.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\vacc.csv", index = False)
In [ ]:
In [134]:
hub.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\hub.csv", index = False)
In [135]:
phama.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\phama.csv", index = False)
In [142]:
vacc
Out[142]:
Site name Address Postcode Region location point latitude longitude altitude
1 Airedale NHSFT Skipton Rd, Steeton, Keighley BD20 6TD North East and Yorkshire (Steeton with Eastburn, Bradford, West Yorkshi... (53.897612689098445, -1.9634139879557675, 0.0) 53.897613 -1.963414 0.0
2 Alastair Farquhason Centre Thurrock Hospital, Long Lane RM16 2PX East of England (Stifford Clays, Grays, Thurrock, East of Engl... (51.49637525195817, 0.3361966361709417, 0.0) 51.496375 0.336197 0.0
3 Alban Arena, Civic Centre St Alban's AL1 3LD East of England (St Albans, Hertfordshire, East of England, En... (51.75289586853697, -0.33637452716616767, 0.0) 51.752896 -0.336375 0.0
5 Angel Centre Angel Lane, Tonbridge TN9 1SF South East (Tonbridge and Malling, Kent, South East Engla... (51.19232227662753, 0.275018291814024, 0.0) 51.192322 0.275018 0.0
6 Artrix Centre Bromsgrove B60 1GN Midlands (B60 1GN, (52.33970632049695, -2.0505193577091... (52.33970632049695, -2.0505193577091454, 0.0) 52.339706 -2.050519 0.0
... ... ... ... ... ... ... ... ... ...
159 Westfield Stratford City - old Ikea and Dwell ... Mountfitchet Road, Olympic Park, East London E20 1EJ London (London Borough of Newham, London, Greater Lon... (51.54326455, -0.007610775, 0.0) 51.543265 -0.007611 0.0
160 Westgate Leisure Centre Chichester, Sussex PO19 1RJ South East (Chichester, West Sussex, South East England, ... (50.83331843130831, -0.7869742411507583, 0.0) 50.833318 -0.786974 0.0
161 Westminster Bridge Vaccination Centre Westminster Bridge Rd, South Bank, London SE1 7EH London (London Borough of Lambeth, London, Greater Lo... (51.49847715465968, -0.11933862705876312, 0.0) 51.498477 -0.119339 0.0
162 Westmorland Shopping Centre, (Units 26 - 29) 50A Stramongate, Kendal, Cumbria LA9 4BD North West (Kendal, South Lakeland, Cumbria, North West E... (54.329378268882905, -2.743010883699587, 0.0) 54.329378 -2.743011 0.0
163 WestPoint Centre Ltd WestPoint Centre Ltd, Clyst St Mary, Exeter, D... EX5 1DJ South West (Sowton, Clyst St Mary, East Devon, Devon, Sou... (50.7125254, -3.4395785, 0.0) 50.712525 -3.439579 0.0

161 rows × 9 columns

In [ ]:

PCA & MDS

In [136]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd
from datetime import datetime
from matplotlib.dates import date2num
import geopandas as gpd
from shapely.geometry import Point,Polygon
import plotly.graph_objects as go
import plotly.express as px
import plotly_express as px
import squarify

# PCA & MDS #
from sklearn import manifold
from sklearn.metrics import euclidean_distances
from sklearn.decomposition import PCA
from sklearn.manifold import MDS
from scipy.spatial.distance import pdist, cdist
In [137]:
allvacc=pd.read_csv("/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets/England Census with ALL vacc data.csv")
In [138]:
allvacc.head()

#"ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2"
Out[138]:
ID_0 ISO NAME_0 ID_1 NAME_1 ID_2 NAME_2 TYPE_2 ENGTYPE_2 NL_NAME_2 VARNAME_2 Combined_England_dataset_Engineered_GEO_CODE Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 242 GBR United Kingdom 1 England 1 Barking and Dagenham London Borough London Borough NaN NaN E09000002 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4
1 242 GBR United Kingdom 1 England 2 Bath and North East Somerset Unitary Authority Unitary Authority NaN NaN E06000022 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7
2 242 GBR United Kingdom 1 England 3 Bedfordshire Administrative County Administrative County NaN NaN E06000055 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15
3 242 GBR United Kingdom 1 England 4 Berkshire County County NaN NaN E06000037 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25
4 242 GBR United Kingdom 1 England 5 Bexley London Borough London Borough NaN NaN E09000004 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9
In [4]:
print(allvacc.isnull().sum())

ID_0                                 0
ISO                                  0
NAME_0                               0
ID_1                                 0
NAME_1                               0
                                    ..
Vaccination_Centers_count            0
Phamacy_Vaccination_Centers_count    0
Hospital_hubs_Vacc_Centers_count     0
GP_Vacc_Center_count                 0
Sum of all Vaccination centers       0
Length: 79, dtype: int64
In [139]:
pd.set_option('display.max_rows', None)
In [140]:
pd.options.display.max_rows
In [141]:
("ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2")
Out[141]:
('ID_0', 'ISO', 'NAME_0', 'ID_1', 'NAME_1', 'ID_2', 'NL_NAME_2', 'VARNAME_2')
In [142]:
df123=pd.DataFrame(allvacc,columns=["ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2"])
In [143]:
df123
Out[143]:
ID_0 ISO NAME_0 ID_1 NAME_1 ID_2 NL_NAME_2 VARNAME_2
0 242 GBR United Kingdom 1 England 1 NaN NaN
1 242 GBR United Kingdom 1 England 2 NaN NaN
2 242 GBR United Kingdom 1 England 3 NaN NaN
3 242 GBR United Kingdom 1 England 4 NaN NaN
4 242 GBR United Kingdom 1 England 5 NaN NaN
5 242 GBR United Kingdom 1 England 6 NaN Blackburn, Blackburn and Darwen
6 242 GBR United Kingdom 1 England 7 NaN NaN
7 242 GBR United Kingdom 1 England 8 NaN NaN
8 242 GBR United Kingdom 1 England 9 NaN NaN
9 242 GBR United Kingdom 1 England 10 NaN NaN
10 242 GBR United Kingdom 1 England 11 NaN NaN
11 242 GBR United Kingdom 1 England 12 NaN NaN
12 242 GBR United Kingdom 1 England 13 NaN NaN
13 242 GBR United Kingdom 1 England 14 NaN NaN
14 242 GBR United Kingdom 1 England 15 NaN NaN
15 242 GBR United Kingdom 1 England 16 NaN Cornouailles|Cornovaglia|Cornualha|Cornualles|...
16 242 GBR United Kingdom 1 England 17 NaN NaN
17 242 GBR United Kingdom 1 England 18 NaN NaN
18 242 GBR United Kingdom 1 England 19 NaN NaN
19 242 GBR United Kingdom 1 England 20 NaN NaN
20 242 GBR United Kingdom 1 England 21 NaN NaN
21 242 GBR United Kingdom 1 England 22 NaN NaN
22 242 GBR United Kingdom 1 England 23 NaN NaN
23 242 GBR United Kingdom 1 England 24 NaN County Durham
24 242 GBR United Kingdom 1 England 25 NaN NaN
25 242 GBR United Kingdom 1 England 26 NaN East Riding, East Yorkshire
26 242 GBR United Kingdom 1 England 27 NaN NaN
27 242 GBR United Kingdom 1 England 28 NaN NaN
28 242 GBR United Kingdom 1 England 29 NaN NaN
29 242 GBR United Kingdom 1 England 30 NaN NaN
30 242 GBR United Kingdom 1 England 31 NaN NaN
31 242 GBR United Kingdom 1 England 32 NaN NaN
32 242 GBR United Kingdom 1 England 33 NaN NaN
33 242 GBR United Kingdom 1 England 34 NaN NaN
34 242 GBR United Kingdom 1 England 35 NaN Southampton
35 242 GBR United Kingdom 1 England 36 NaN NaN
36 242 GBR United Kingdom 1 England 37 NaN NaN
37 242 GBR United Kingdom 1 England 38 NaN NaN
38 242 GBR United Kingdom 1 England 39 NaN NaN
39 242 GBR United Kingdom 1 England 40 NaN NaN
40 242 GBR United Kingdom 1 England 41 NaN NaN
41 242 GBR United Kingdom 1 England 42 NaN NaN
42 242 GBR United Kingdom 1 England 43 NaN NaN
43 242 GBR United Kingdom 1 England 44 NaN NaN
44 242 GBR United Kingdom 1 England 45 NaN NaN
45 242 GBR United Kingdom 1 England 46 NaN NaN
46 242 GBR United Kingdom 1 England 47 NaN NaN
47 242 GBR United Kingdom 1 England 48 NaN Hull
48 242 GBR United Kingdom 1 England 49 NaN NaN
49 242 GBR United Kingdom 1 England 50 NaN NaN
50 242 GBR United Kingdom 1 England 51 NaN NaN
51 242 GBR United Kingdom 1 England 52 NaN NaN
52 242 GBR United Kingdom 1 England 53 NaN NaN
53 242 GBR United Kingdom 1 England 54 NaN NaN
54 242 GBR United Kingdom 1 England 55 NaN NaN
55 242 GBR United Kingdom 1 England 56 NaN NaN
56 242 GBR United Kingdom 1 England 57 NaN NaN
57 242 GBR United Kingdom 1 England 58 NaN NaN
58 242 GBR United Kingdom 1 England 59 NaN Medway Towns
59 242 GBR United Kingdom 1 England 60 NaN NaN
60 242 GBR United Kingdom 1 England 61 NaN NaN
61 242 GBR United Kingdom 1 England 62 NaN NaN
62 242 GBR United Kingdom 1 England 63 NaN NaN
63 242 GBR United Kingdom 1 England 64 NaN NaN
64 242 GBR United Kingdom 1 England 65 NaN NaN
65 242 GBR United Kingdom 1 England 66 NaN NaN
66 242 GBR United Kingdom 1 England 67 NaN NaN
67 242 GBR United Kingdom 1 England 68 NaN North West Somerset
68 242 GBR United Kingdom 1 England 69 NaN NaN
69 242 GBR United Kingdom 1 England 70 NaN NaN
70 242 GBR United Kingdom 1 England 71 NaN NaN
71 242 GBR United Kingdom 1 England 72 NaN NaN
72 242 GBR United Kingdom 1 England 73 NaN NaN
73 242 GBR United Kingdom 1 England 74 NaN NaN
74 242 GBR United Kingdom 1 England 75 NaN NaN
75 242 GBR United Kingdom 1 England 76 NaN NaN
76 242 GBR United Kingdom 1 England 77 NaN NaN
77 242 GBR United Kingdom 1 England 78 NaN NaN
78 242 GBR United Kingdom 1 England 79 NaN NaN
79 242 GBR United Kingdom 1 England 80 NaN NaN
80 242 GBR United Kingdom 1 England 81 NaN NaN
81 242 GBR United Kingdom 1 England 82 NaN NaN
82 242 GBR United Kingdom 1 England 83 NaN Salop
83 242 GBR United Kingdom 1 England 84 NaN NaN
84 242 GBR United Kingdom 1 England 85 NaN NaN
85 242 GBR United Kingdom 1 England 86 NaN NaN
86 242 GBR United Kingdom 1 England 87 NaN NaN
87 242 GBR United Kingdom 1 England 88 NaN Southend
88 242 GBR United Kingdom 1 England 89 NaN NaN
89 242 GBR United Kingdom 1 England 90 NaN NaN
90 242 GBR United Kingdom 1 England 91 NaN Stockton
91 242 GBR United Kingdom 1 England 92 NaN NaN
92 242 GBR United Kingdom 1 England 93 NaN NaN
93 242 GBR United Kingdom 1 England 94 NaN NaN
94 242 GBR United Kingdom 1 England 95 NaN NaN
95 242 GBR United Kingdom 1 England 96 NaN Thamesdown
96 242 GBR United Kingdom 1 England 97 NaN The Wrekin, Wrekin
97 242 GBR United Kingdom 1 England 98 NaN NaN
98 242 GBR United Kingdom 1 England 99 NaN NaN
99 242 GBR United Kingdom 1 England 100 NaN NaN
100 242 GBR United Kingdom 1 England 101 NaN NaN
101 242 GBR United Kingdom 1 England 102 NaN NaN
102 242 GBR United Kingdom 1 England 103 NaN NaN
103 242 GBR United Kingdom 1 England 104 NaN NaN
104 242 GBR United Kingdom 1 England 105 NaN NaN
105 242 GBR United Kingdom 1 England 106 NaN NaN
106 242 GBR United Kingdom 1 England 107 NaN NaN
107 242 GBR United Kingdom 1 England 108 NaN NaN
108 242 GBR United Kingdom 1 England 109 NaN NaN
109 242 GBR United Kingdom 1 England 110 NaN NaN
110 242 GBR United Kingdom 1 England 111 NaN NaN
111 242 GBR United Kingdom 1 England 112 NaN NaN
In [ ]:
In [144]:
rep=allvacc.drop(["Combined_England_dataset_Engineered_GEO_CODE","ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2"], axis = 1)
In [145]:
pd.set_option('display.max_columns', None)
In [146]:
rep.head()
Out[146]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9
In [ ]:
In [147]:
rep.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 112 entries, 0 to 111
Data columns (total 70 columns):
 #   Column                                                                                                                                                               Non-Null Count  Dtype  
---  ------                                                                                                                                                               --------------  -----  
 0   NAME_2                                                                                                                                                               112 non-null    object 
 1   TYPE_2                                                                                                                                                               112 non-null    object 
 2   ENGTYPE_2                                                                                                                                                            112 non-null    object 
 3   Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons                                                                                                112 non-null    int64  
 4   Combined_England_dataset_Engineered_Sex : Males - Unit : Persons                                                                                                     112 non-null    int64  
 5   Combined_England_dataset_Engineered_Sex : Females - Unit : Persons                                                                                                   112 non-null    int64  
 6   Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle                                                                        112 non-null    int64  
 7   Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)                                                    112 non-null    int64  
 8   Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles                                                                  112 non-null    int64  
 9   Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle                                                                              112 non-null    int64  
 10  Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles                                                                             112 non-null    int64  
 11  Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles                                                                       112 non-null    int64  
 12  Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles                                                                     112 non-null    int64  
 13  Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons                                                                            112 non-null    int64  
 14  Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons                                                                                  112 non-null    int64  
 15  Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons                                                                                   112 non-null    int64  
 16  Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons                                                                                      112 non-null    int64  
 17  Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons                                                                                     112 non-null    int64  
 18  Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons                                                                                     112 non-null    int64  
 19  Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons                                                                                       112 non-null    int64  
 20  Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons                                                                             112 non-null    int64  
 21  Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons                                                                                112 non-null    int64  
 22  Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons                                                                        112 non-null    int64  
 23  Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons                                                                                112 non-null    int64  
 24  Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons                                                                               112 non-null    int64  
 25  Combined_England_dataset_Engineered_General health : Good health - Unit : Persons                                                                                    112 non-null    int64  
 26  Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons                                                                                    112 non-null    int64  
 27  Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons                                                                                     112 non-null    int64  
 28  Combined_England_dataset_Engineered_Total households examined using deprivation indexes                                                                              112 non-null    int64  
 29  Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions                                                 112 non-null    int64  
 30  Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions                                                       112 non-null    int64  
 31  Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions                                                       112 non-null    int64  
 32  Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions                                                       112 non-null    int64  
 33  Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions                                                       112 non-null    int64  
 34  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons                                                           112 non-null    int64  
 35  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons                                         112 non-null    int64  
 36  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons                                        112 non-null    int64  
 37  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons                                      112 non-null    int64  
 38  Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons                                          112 non-null    int64  
 39  Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons  112 non-null    int64  
 40  Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons                                          112 non-null    float64
 41  Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons                                                              112 non-null    int64  
 42  Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares                                                                 112 non-null    float64
 43  Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households                                                                112 non-null    int64  
 44  Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons                                                112 non-null    int64  
 45  Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons                                   112 non-null    int64  
 46  Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons                                                                                             112 non-null    int64  
 47  Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons                                                            112 non-null    int64  
 48  Combined_England_dataset_Engineered_White\ Irish - Unit : Persons                                                                                                    112 non-null    int64  
 49  Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons                                                                                 112 non-null    int64  
 50  Combined_England_dataset_Engineered_White\ Other White - Unit : Persons                                                                                              112 non-null    int64  
 51  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons                                                          112 non-null    int64  
 52  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons                                                            112 non-null    int64  
 53  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons                                                                    112 non-null    int64  
 54  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons                                                                        112 non-null    int64  
 55  Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons                                                                                     112 non-null    int64  
 56  Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons                                                                                  112 non-null    int64  
 57  Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons                                                                                112 non-null    int64  
 58  Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons                                                                                    112 non-null    int64  
 59  Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons                                                                                112 non-null    int64  
 60  Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons                                                                  112 non-null    int64  
 61  Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons                                                                112 non-null    int64  
 62  Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons                                                              112 non-null    int64  
 63  Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group                                                                                 112 non-null    int64  
 64  Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons                                                                      112 non-null    int64  
 65  Vaccination_Centers_count                                                                                                                                            112 non-null    int64  
 66  Phamacy_Vaccination_Centers_count                                                                                                                                    112 non-null    int64  
 67  Hospital_hubs_Vacc_Centers_count                                                                                                                                     112 non-null    int64  
 68  GP_Vacc_Center_count                                                                                                                                                 112 non-null    int64  
 69  Sum of all Vaccination centers                                                                                                                                       112 non-null    int64  
dtypes: float64(2), int64(65), object(3)
memory usage: 61.4+ KB
In [13]:
#histogram and normal probability plot
from scipy import stats
from scipy.stats import norm
sns.distplot(rep['Sum of all Vaccination centers'],fit=norm);
fig = plt.figure()
res = stats.probplot(rep['Sum of all Vaccination centers'], plot=plt)

Distribution isn't normal: We have right-skewness. We could potentially apply the log transformation on the data and assess changes. However, as our target variable isn't large numbers we will stick will keep this.

PCA

In [58]:
plt.figure(num=600,figsize=(55,40))
plt.tick_params(axis='x', which='both', labelbottom=True, labeltop=False, top=False, bottom=False)
sns.heatmap(rep.corr(),annot=True, cmap='coolwarm')
Out[58]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fdba9469820>
In [148]:
rep=rep.fillna(0)
In [ ]:
In [149]:
#Check for any missing values
pd.isnull(rep).sum()
Out[149]:
NAME_2                                                                                                                                                                 0
TYPE_2                                                                                                                                                                 0
ENGTYPE_2                                                                                                                                                              0
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons                                                                                                  0
Combined_England_dataset_Engineered_Sex : Males - Unit : Persons                                                                                                       0
Combined_England_dataset_Engineered_Sex : Females - Unit : Persons                                                                                                     0
Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle                                                                          0
Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)                                                      0
Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles                                                                    0
Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle                                                                                0
Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles                                                                               0
Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles                                                                         0
Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles                                                                       0
Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons                                                                              0
Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons                                                                                    0
Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons                                                                                     0
Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons                                                                                        0
Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons                                                                                       0
Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons                                                                                       0
Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons                                                                                         0
Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons                                                                               0
Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons                                                                                  0
Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons                                                                          0
Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons                                                                                  0
Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons                                                                                 0
Combined_England_dataset_Engineered_General health : Good health - Unit : Persons                                                                                      0
Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons                                                                                      0
Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons                                                                                       0
Combined_England_dataset_Engineered_Total households examined using deprivation indexes                                                                                0
Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions                                                   0
Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions                                                         0
Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions                                                         0
Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions                                                         0
Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions                                                         0
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons                                                             0
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons                                           0
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons                                          0
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons                                        0
Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons                                            0
Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons    0
Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons                                            0
Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons                                                                0
Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares                                                                   0
Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households                                                                  0
Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons                                                  0
Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons                                     0
Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons                                                                                               0
Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons                                                              0
Combined_England_dataset_Engineered_White\ Irish - Unit : Persons                                                                                                      0
Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons                                                                                   0
Combined_England_dataset_Engineered_White\ Other White - Unit : Persons                                                                                                0
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons                                                            0
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons                                                              0
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons                                                                      0
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons                                                                          0
Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons                                                                                       0
Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons                                                                                    0
Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons                                                                                  0
Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons                                                                                      0
Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons                                                                                  0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons                                                                    0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons                                                                  0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons                                                                0
Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group                                                                                   0
Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons                                                                        0
Vaccination_Centers_count                                                                                                                                              0
Phamacy_Vaccination_Centers_count                                                                                                                                      0
Hospital_hubs_Vacc_Centers_count                                                                                                                                       0
GP_Vacc_Center_count                                                                                                                                                   0
Sum of all Vaccination centers                                                                                                                                         0
dtype: int64
In [15]:
rep.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 112 entries, 0 to 111
Data columns (total 70 columns):
 #   Column                                                                                                                                                               Non-Null Count  Dtype  
---  ------                                                                                                                                                               --------------  -----  
 0   NAME_2                                                                                                                                                               112 non-null    object 
 1   TYPE_2                                                                                                                                                               112 non-null    object 
 2   ENGTYPE_2                                                                                                                                                            112 non-null    object 
 3   Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons                                                                                                112 non-null    int64  
 4   Combined_England_dataset_Engineered_Sex : Males - Unit : Persons                                                                                                     112 non-null    int64  
 5   Combined_England_dataset_Engineered_Sex : Females - Unit : Persons                                                                                                   112 non-null    int64  
 6   Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle                                                                        112 non-null    int64  
 7   Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)                                                    112 non-null    int64  
 8   Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles                                                                  112 non-null    int64  
 9   Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle                                                                              112 non-null    int64  
 10  Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles                                                                             112 non-null    int64  
 11  Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles                                                                       112 non-null    int64  
 12  Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles                                                                     112 non-null    int64  
 13  Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons                                                                            112 non-null    int64  
 14  Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons                                                                                  112 non-null    int64  
 15  Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons                                                                                   112 non-null    int64  
 16  Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons                                                                                      112 non-null    int64  
 17  Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons                                                                                     112 non-null    int64  
 18  Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons                                                                                     112 non-null    int64  
 19  Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons                                                                                       112 non-null    int64  
 20  Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons                                                                             112 non-null    int64  
 21  Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons                                                                                112 non-null    int64  
 22  Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons                                                                        112 non-null    int64  
 23  Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons                                                                                112 non-null    int64  
 24  Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons                                                                               112 non-null    int64  
 25  Combined_England_dataset_Engineered_General health : Good health - Unit : Persons                                                                                    112 non-null    int64  
 26  Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons                                                                                    112 non-null    int64  
 27  Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons                                                                                     112 non-null    int64  
 28  Combined_England_dataset_Engineered_Total households examined using deprivation indexes                                                                              112 non-null    int64  
 29  Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions                                                 112 non-null    int64  
 30  Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions                                                       112 non-null    int64  
 31  Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions                                                       112 non-null    int64  
 32  Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions                                                       112 non-null    int64  
 33  Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions                                                       112 non-null    int64  
 34  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons                                                           112 non-null    int64  
 35  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons                                         112 non-null    int64  
 36  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons                                        112 non-null    int64  
 37  Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons                                      112 non-null    int64  
 38  Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons                                          112 non-null    int64  
 39  Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons  112 non-null    int64  
 40  Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons                                          112 non-null    float64
 41  Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons                                                              112 non-null    int64  
 42  Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares                                                                 112 non-null    float64
 43  Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households                                                                112 non-null    int64  
 44  Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons                                                112 non-null    int64  
 45  Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons                                   112 non-null    int64  
 46  Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons                                                                                             112 non-null    int64  
 47  Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons                                                            112 non-null    int64  
 48  Combined_England_dataset_Engineered_White\ Irish - Unit : Persons                                                                                                    112 non-null    int64  
 49  Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons                                                                                 112 non-null    int64  
 50  Combined_England_dataset_Engineered_White\ Other White - Unit : Persons                                                                                              112 non-null    int64  
 51  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons                                                          112 non-null    int64  
 52  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons                                                            112 non-null    int64  
 53  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons                                                                    112 non-null    int64  
 54  Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons                                                                        112 non-null    int64  
 55  Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons                                                                                     112 non-null    int64  
 56  Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons                                                                                  112 non-null    int64  
 57  Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons                                                                                112 non-null    int64  
 58  Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons                                                                                    112 non-null    int64  
 59  Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons                                                                                112 non-null    int64  
 60  Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons                                                                  112 non-null    int64  
 61  Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons                                                                112 non-null    int64  
 62  Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons                                                              112 non-null    int64  
 63  Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group                                                                                 112 non-null    int64  
 64  Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons                                                                      112 non-null    int64  
 65  Vaccination_Centers_count                                                                                                                                            112 non-null    int64  
 66  Phamacy_Vaccination_Centers_count                                                                                                                                    112 non-null    int64  
 67  Hospital_hubs_Vacc_Centers_count                                                                                                                                     112 non-null    int64  
 68  GP_Vacc_Center_count                                                                                                                                                 112 non-null    int64  
 69  Sum of all Vaccination centers                                                                                                                                       112 non-null    int64  
dtypes: float64(2), int64(65), object(3)
memory usage: 61.4+ KB
In [150]:
rep.head()
Out[150]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9
In [128]:
rep.fillna(0)
Out[128]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Female Population Population which have access to a vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Population: No religion Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Population with Very Bad Health Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Population which are not deprived Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Unpaid Part-time Carers <20hrs Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 0
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 1
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 2
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 4
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 1
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
107 West Yorkshire Metropolitan County Metropolitan County 2226058 1093264 1132794 922452 976961 271399 392213 208849 38218 11773 2226058 1216266 5783 14921 7605 252370 18123 7163 557775 146052 29254 1021531 768712 303823 102738 922452 369515 298250 190547 57998 6142 2001779 140121 31342 52816 2226058 21621 10.969730 2226058 202927.30 922452 2188168 37890 2226058 1746295 14910 1660 56953 20827 4624 15098 7577 53152 189708 15632 10783 22272 24685 15581 6210 9212 10879 6 16 11 40 5
108 Westminster London Borough (city) London Borough (city) 226771 115639 111132 110157 50502 69574 32969 6103 1051 460 226771 101221 3286 4323 7403 40482 514 1308 47064 21170 3547 122920 68181 22670 9453 110157 43480 38278 18840 7912 1647 210317 10371 2587 3496 226771 3249 93.015176 226771 2438.00 110157 220395 6376 226771 81577 5140 79 54333 1907 1964 3695 4118 7429 2344 6531 6180 10318 9239 4495 2931 15793 8698 3 1 3 1 1
109 Wiltshire Administrative County Administrative County 470981 231754 239227 194194 280840 28660 80315 63879 15513 5827 470981 301651 1621 1308 384 2074 303 2417 125045 36178 4106 234318 160362 57221 14974 194194 96645 62496 28845 5720 488 423373 33064 5066 9478 470981 9360 1.446795 470981 325534.10 194194 457954 13027 470981 439725 2381 757 12108 1968 656 1667 1277 1547 215 595 1210 2611 1418 1151 659 288 748 1 6 1 12 3
110 Worcestershire Administrative County Administrative County 566169 278791 287378 239717 341207 39855 96498 76841 18970 7553 566169 382240 1268 1145 355 7466 1413 2061 131861 38360 6574 263127 197450 76406 22612 239717 109688 77262 42677 9330 760 502484 42522 7445 13718 566169 7715 3.252878 566169 174051.70 239717 556357 9812 566169 522922 3480 1165 14491 3150 592 2053 1250 3634 4984 1316 1601 2206 767 1275 330 236 717 3 1 1 13 3
111 York Unitary Authority (city) Unitary Authority (city) 198051 96254 101797 83552 90126 21808 38999 18535 3210 1000 198051 117856 1016 983 202 2072 133 747 59646 15396 1819 98402 67709 23752 6369 83552 41409 26882 12526 2524 211 179827 12701 1934 3589 198051 2638 7.282992 198051 27193.63 83552 190392 7659 198051 178613 1103 269 6746 529 305 873 706 1531 417 370 2449 1973 903 205 86 498 475 1 2 2 2 1

112 rows × 70 columns

In [151]:
from sklearn import manifold
from sklearn.metrics import euclidean_distances
from sklearn.decomposition import PCA
from sklearn.manifold import MDS

from scipy.spatial.distance import pdist, cdist
# Transform the data into a numpy ndarray
np_array = rep.values

# Removing the first column
np_array = np_array[:, 3:]
In [152]:
np_array
Out[152]:
array([[185911, 90237, 95674, ..., 0, 2, 4],
       [176016, 86072, 89944, ..., 2, 3, 7],
       [157479, 77312, 80167, ..., 2, 6, 15],
       ...,
       [470981, 231754, 239227, ..., 1, 12, 20],
       [566169, 278791, 287378, ..., 1, 13, 18],
       [198051, 96254, 101797, ..., 2, 2, 7]], dtype=object)

Test number of component

In [169]:
from sklearn.preprocessing import MinMaxScaler
scaler = MinMaxScaler()
data_rescaled = scaler.fit_transform(np_array)
In [170]:
data_rescaled
Out[170]:
array([[0.06541973, 0.06415119, 0.06664858, ..., 0.        , 0.03508772,
        0.04166667],
       [0.06179397, 0.0610496 , 0.06251506, ..., 0.125     , 0.05263158,
        0.07291667],
       [0.05500158, 0.0545262 , 0.0554621 , ..., 0.125     , 0.10526316,
        0.15625   ],
       ...,
       [0.16987598, 0.16953604, 0.17020529, ..., 0.0625    , 0.21052632,
        0.20833333],
       [0.20475507, 0.20456355, 0.20494061, ..., 0.0625    , 0.22807018,
        0.1875    ],
       [0.06986811, 0.06863193, 0.07106561, ..., 0.125     , 0.03508772,
        0.07291667]])
In [171]:
#//95% of variance
from sklearn.decomposition import PCA
pca = PCA(n_components = 0.95)
pca.fit(data_rescaled)
reduced = pca.transform(data_rescaled)

Test Ended

In [ ]:
In [ ]:
In [172]:
# Building the PCA model
pca = PCA(n_components=2).fit(data_rescaled) # We're telling PCA here to keep only the 2 first principal components when fitting the data
pca_x = pca.transform(data_rescaled) # This variable will contain the coordinates of each row in the new system of coordinates found by PCA (restricted to the first two directions or principal components)
# Those 2 Principal Components are going to be used to project the data onto a 2D space in order to be able 
# to visualize a "compressed" version (in terms of variance) of our initial multivariate DataFrame

# Let's check out the result of our PCA applied to the dataFrame df
print("The pca_x variable has a shape of :", pca_x.shape)
print(pca_x)

The pca_x variable has a shape of : (112, 2)
[[-6.71998635e-01  3.51638691e-01]
 [-7.08682740e-01 -2.32639498e-01]
 [-6.74316990e-01 -1.61149308e-01]
 [-6.76015147e-01 -3.04218307e-01]
 [-5.66154772e-01  4.34971036e-02]
 [-8.25255729e-01 -1.56596649e-01]
 [-6.78073798e-01 -3.59270054e-02]
 [-6.68121972e-02  1.21358164e+00]
 [-3.95803292e-01  1.30598855e-01]
 [-1.39270772e-02  1.59019733e-01]
 [-3.20389790e-01  2.05221858e-02]
 [ 2.96268193e-01 -2.95015048e-01]
 [ 6.65792084e-01 -2.90154989e-01]
 [-3.42034302e-01  7.15819009e-01]
 [-7.96243918e-02 -4.26165177e-01]
 [ 2.39132655e-01 -5.75610750e-01]
 [-4.14141668e-02  6.80834849e-01]
 [ 1.75768841e-01 -6.62916660e-01]
 [-9.23722803e-01 -2.33811809e-01]
 [-8.32545755e-01 -3.09796917e-01]
 [-5.56095050e-01 -3.65959067e-02]
 [-8.57210109e-01 -3.08877525e-01]
 [-5.55274119e-02 -5.09984867e-01]
 [ 8.43355967e-02 -4.97519950e-01]
 [ 2.41039917e-02  9.59723310e-01]
 [-3.08862525e-01 -4.49572701e-01]
 [ 2.56036445e-01 -3.75647794e-01]
 [-3.92858899e-02  7.29890878e-01]
 [ 2.50826769e+00 -6.26924668e-01]
 [ 3.87204480e-01 -4.90361292e-01]
 [-3.57100544e-01  5.72836552e-01]
 [-3.25541369e-01  1.04796051e+00]
 [-8.84479368e-01 -2.05868483e-01]
 [-5.56435579e-01  6.26807169e-01]
 [ 2.30373482e+00 -7.22120302e-01]
 [-2.60401564e-01  8.82016733e-01]
 [-3.32120870e-01  6.17676662e-01]
 [-9.85405857e-01 -2.20473668e-01]
 [-6.05150627e-01 -9.49249479e-02]
 [-6.95578161e-01 -3.65649097e-01]
 [ 2.01310881e+00  8.38282281e-02]
 [-3.13978943e-01  3.04766087e-01]
 [-3.66021107e-01  5.19315059e-01]
 [-8.40045718e-01 -2.68525228e-01]
 [-5.10350806e-01  7.38305682e-01]
 [-5.96980392e-01  6.87478167e-01]
 [ 2.79583023e+00 -5.20491168e-01]
 [-5.87157970e-01 -5.87848681e-02]
 [-6.89239511e-01  1.37640028e-01]
 [-1.04571017e-01  1.05732799e+00]
 [ 1.88435649e+00 -6.36713972e-01]
 [ 4.95750988e-01 -4.39448464e-01]
 [-2.08777370e-01  4.75916475e-01]
 [-2.21277647e-01  8.30490853e-01]
 [ 6.52371352e-01 -6.40850595e-01]
 [-1.18558482e+00 -1.22379096e-01]
 [-6.12061366e-01  2.04863813e-01]
 [ 7.68726212e-01  7.27825120e-01]
 [-5.22053218e-01 -1.57366246e-01]
 [ 2.34683901e+00 -6.96353754e-02]
 [-5.95674764e-01  3.51207659e-01]
 [-8.81313718e-01 -1.10810944e-01]
 [-4.92073978e-01  1.36584366e-04]
 [-2.32866366e-01  1.03676142e+00]
 [ 1.16667952e+00 -6.05936206e-01]
 [-7.99934916e-01 -2.42693229e-01]
 [-7.68128131e-01 -2.87519411e-01]
 [-6.74222662e-01 -2.94243519e-01]
 [ 4.26988875e-01 -7.19321181e-01]
 [ 6.91583014e-01 -2.79933578e-01]
 [-3.21651714e-01 -5.28796035e-01]
 [ 7.57843819e-01 -5.02970853e-01]
 [-2.85031532e-01  2.65689175e-01]
 [ 7.40977997e-01 -2.72015925e-01]
 [-6.66128448e-01 -1.05783943e-01]
 [-5.73738758e-01 -1.48577753e-01]
 [-8.28316508e-01 -1.83977758e-01]
 [-6.49277647e-01  2.03494667e-02]
 [-3.26905549e-01  5.57040813e-01]
 [-8.46517169e-01 -2.67955409e-01]
 [-6.32993092e-01  4.91574798e-02]
 [-1.09865099e+00 -2.42728240e-01]
 [-3.61214010e-01 -4.76388119e-01]
 [ 2.78952555e-01 -5.82496810e-01]
 [-4.87007060e-01 -3.15938982e-01]
 [ 2.25790316e+00 -1.76739444e-01]
 [-5.46584174e-01  6.26825505e-02]
 [-7.48529301e-01 -4.73148843e-02]
 [-2.07985488e-01  1.02533445e+00]
 [ 9.45412208e-01 -6.52505637e-01]
 [-7.49460719e-01 -2.43020935e-01]
 [-5.57829475e-01 -1.30969581e-01]
 [ 8.57569157e-01 -5.14622002e-01]
 [ 2.07042776e+00 -2.20564398e-01]
 [-6.27217715e-01  8.76672533e-02]
 [-6.67350494e-01 -1.64788384e-01]
 [-7.69804653e-01 -2.41994953e-01]
 [-7.94987888e-01 -1.18751955e-01]
 [-8.69614438e-01 -1.89601115e-01]
 [-4.23352834e-01  7.80774286e-01]
 [ 1.61823556e+00 -1.97785386e-01]
 [-3.81724665e-01  6.60784715e-01]
 [-2.43091845e-01  6.39513379e-01]
 [-7.01909365e-01 -2.38625991e-01]
 [ 2.65966824e-01 -4.01173746e-01]
 [ 6.30983583e+00  1.70197098e+00]
 [ 9.81224826e-01 -3.84194859e-01]
 [ 4.51714245e+00  1.61930232e-01]
 [-2.69818113e-01  9.25007299e-01]
 [ 9.85984375e-02 -5.18535077e-01]
 [ 2.66606208e-01 -5.23243141e-01]
 [-6.74601531e-01 -2.10951399e-01]]
In [157]:
# Let's try doing the same thing but after centralizing the data 
# Centralize = substracting the mean of each column from each value of that column --> so that the mean of every column becomes 0
df_centralized = (rep.iloc[:,3:] - rep.mean()) # we drop the column (communityname) here instead of creating a separate matrix

# Display the mean of each column
df_centralized.describe().loc[['mean'], :].T # Take just the mean from the subscribe() method, and transpose (.T) the dataFrame to have the 'mean' as a column and the features as rows

# Build PCA
pca_center = PCA(n_components=2).fit(df_centralized) # same thing as before
pca_center_x = pca_center.transform(df_centralized)
In [173]:
# Let's visualize the results
plt.figure(num=1, figsize=(16,5))

# First, the normal data
plt.subplot(1,2,1)
plt.xlabel("Principal Component 1")
plt.ylabel("Principal Component 2")
plt.title("Projection of the original data Scaled onto the first 2 PCs")
plt.scatter(pca_x[:,0], pca_x[:,1],cmap='viridis'); # pca_x[:, 0] is the first column corresponding to the first principal component, same reasoning for pca[:, 1]

# First, the normal data
plt.subplot(1,2,2)
plt.xlabel("Principal Component 1")
plt.ylabel("Principal Component 2")
plt.title("Projection of the centralized original data onto the first 2 PCs")
plt.scatter(pca_center_x[:,0], pca_center_x[:,1],cmap='viridis'); # pca_x[:, 0] is the first column corresponding to the first principal component, same reasoning for pca[:, 1]
In [174]:
# Ordering the features by their coefficients in the equation of the first Principal Component
# PC1 = a*column1 + b*column2 + ... + zzz*column101. The coefficients of PC1 a, b, c, ..zzz also called loadings, are stored in pca_clean.components_[0]
pca_x_1 = pca.components_[0] # First principal component
sort_array_1 = np.argsort(np.abs(pca_x_1)) # Sorting the 'Indexes' of the pca_clean_1 array from the lowest value to the highest (in magnitude, ignoring the sign)
pca_x_1_highest_values = pca_x_1[sort_array_1][::-1][:10] # We sorted from low to high, [::-1] retrieves all values backward (to inverse the sort), [:10] get the first
pca_x_1_cols_highest_values = rep.columns[1+sort_array_1][::-1][:10] # retrieving the names of the columns corresponding to the highest values
# The '1+sort_array' accounts for the fact that df has the 'communityname' column and sort_array sorted indices in an array that didn't have the column (we dropped it before doing PCA)

# Same thing but ... a little bit more compact
pca_x_2_highest_values = np.asarray(pca.components_[1])[np.argsort(np.abs(pca.components_[1]))][::-1][:10]
pca_x_2_cols_highest_values = rep.columns[1+np.argsort(np.abs(pca.components_[1]))][::-1][:10]

# Printing the result
print('\nFirst Principal Component : 10 Highest Loadings (in magnitude)\n')
for i in range(10):
    print('The Column "{}" has a loading of : {}'.format(pca_x_1_cols_highest_values[i], pca_x_1_highest_values[i]))

print('\nSecond Principal Component : 10 Highest Loadings (in magnitude)\n')
for i in range(10):
    print('The Column "{}" has a loading of : {}'.format(pca_x_2_cols_highest_values[i], pca_x_2_highest_values[i]))

First Principal Component : 10 Highest Loadings (in magnitude)

The Column "Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle" has a loading of : 0.17589332908518202
The Column "Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles" has a loading of : 0.17210627827159944
The Column "Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles" has a loading of : 0.17128277752337184
The Column "Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons" has a loading of : 0.17015960146324993
The Column "Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons" has a loading of : 0.16977403742879604
The Column "Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons" has a loading of : 0.16596921205601273
The Column "Combined_England_dataset_Engineered_Sex : Females - Unit : Persons" has a loading of : 0.1625130082035493
The Column "Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons" has a loading of : 0.1596562763826866
The Column "Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households" has a loading of : 0.15638868792374794
The Column "Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles" has a loading of : 0.1525895552587844

Second Principal Component : 10 Highest Loadings (in magnitude)

The Column "Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons" has a loading of : 0.40563303924500244
The Column "Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons" has a loading of : 0.3049706272031248
The Column "Combined_England_dataset_Engineered_White\ Irish - Unit : Persons" has a loading of : 0.2615383472804915
The Column "Combined_England_dataset_Engineered_White\ Other White - Unit : Persons" has a loading of : 0.2422439783154376
The Column "Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons" has a loading of : -0.23088040684768646
The Column "Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons" has a loading of : 0.22261886809633646
The Column "Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons" has a loading of : 0.21709580254467004
The Column "Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons" has a loading of : 0.20396661357897575
The Column "Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons" has a loading of : 0.1991021665259319
The Column "Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons" has a loading of : 0.18797788921432595
In [175]:
# Checking the retained variance by the two PCs
variance_PC1 = pca.explained_variance_ratio_[0] # pca_clean.explained_variance_ratio_ is the vector that stores those percentages
variance_PC2 = pca.explained_variance_ratio_[1]
print("The % of total variance explained by PC 1 is :", round(variance_PC1*100, 2), "%")
print("The % of total variance explained by PC 2 is :", round(variance_PC2*100, 2), "%")
print("The % of total variance explained by PC1 and PC2 is :", round((variance_PC1+variance_PC2)*100, 2), "%")

The % of total variance explained by PC 1 is : 69.12 %
The % of total variance explained by PC 2 is : 14.11 %
The % of total variance explained by PC1 and PC2 is : 83.24 %
In [161]:
rep.head()
Out[161]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9
In [ ]:
In [ ]:
In [179]:
# Fitting PCA to the new data 
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)

# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Sum of all Vaccination centers'  

# Visualization
plt.rc('xtick', labelsize=10) 
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show vaccination centre distribution')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
In [180]:
# Fitting PCA to the new data 
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)

# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'GP_Vacc_Center_count'  

# Visualization
plt.rc('xtick', labelsize=10) 
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show GP Vaccination centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
In [181]:
# Fitting PCA to the new data 
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)

# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Hospital_hubs_Vacc_Centers_count'  

# Visualization
plt.rc('xtick', labelsize=10) 
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show Hospital Hubs Vaccination Centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
In [182]:
# Fitting PCA to the new data 
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)

# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Phamacy_Vaccination_Centers_count'  

# Visualization
plt.rc('xtick', labelsize=10) 
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show Pharmacy Vaccination Centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
In [183]:
# Fitting PCA to the new data 
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)

# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Vaccination_Centers_count'  

# Visualization
plt.rc('xtick', labelsize=10) 
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show perticular purpose Vaccination Centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();

MDS

In [184]:
# Let's compute the distance matrix of pairwise euclidean distances
dist_mat = cdist(data_rescaled, data_rescaled) # computes the distances between rows of first dataframe and rows of second dataframe. Here I gave the same dataFrame twice, to get a pairwise distance matrix
print("The shape of this matrix is", dist_mat.shape)

The shape of this matrix is (112, 112)
In [185]:
mds = MDS(n_components=2, random_state=123, dissimilarity='precomputed') # dissimilarity precomputed means that we provide the distance matrix, otherwise MDS() can compute it itself
mds_x = mds.fit_transform(dist_mat)
In [31]:
# Let's visualize the results
plt.figure(num=5, figsize=(25, 12))
plt.scatter(mds_x[:, 0], mds_x[:, 1], alpha = .3, s=100)

# We need to loop over every borough, get its name from the borough dataframe and its location from mds_x and add the text to our scatterplot
for index,name in enumerate(rep['NAME_2']):
    plt.annotate(s=name, xy=(mds_x[index, 0], mds_x[index, 1]))

plt.xlabel('Axis 1')
plt.ylabel('Axis 2')
plt.title('Multidimensional Scaling on counties in UK - {} Topic'.format('All data & statistics'));
In [ ]:
In [ ]:
In [ ]:
In [187]:
vacc_mds = rep.select_dtypes(include='number') # selects numeric columns only
vacc_mds.head()

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-187-8a5ad988ef21> in <module>
----> 1 vacc_mds = data_rescaled.select_dtypes(include='number') # selects numeric columns only
      2 vacc_mds.head()

AttributeError: 'numpy.ndarray' object has no attribute 'select_dtypes'
In [188]:
# MDS .. again yeah !
mds_1 = MDS(n_components=2, random_state=123)
mds_1_x = mds_1.fit_transform(data_rescaled)
In [189]:
# Let's visualize the results
plt.figure(num=7, figsize=(18, 10))
plt.scatter(mds_1_x[:, 0], mds_1_x[:, 1], alpha = .6, s = 100)

# We need to loop over every county, get its name from the County dataframe and its location from mds_1_x and add the text to our scatterplot
for index,name in enumerate(rep['NAME_2']):  
    plt.annotate(s=name, xy=(mds_1_x[index, 0], mds_1_x[index, 1]))

plt.xlabel('Axis 1')
plt.ylabel('Axis 2')
plt.title('Multidimensional Scaling on counties in UK - {} Topic'.format('All data & statistics'));
In [190]:
# Let's visualize the results
plt.figure(num=7, figsize=(18, 10))
plt.scatter(mds_1_x[:, 0], mds_1_x[:, 1], alpha = .6, s = 100)

# We need to loop over every type of county, get its name from the County dataframe and its location from mds_1_x and add the text to our scatterplot
for index,name in enumerate(rep['ENGTYPE_2']):  
    plt.annotate(s=name, xy=(mds_1_x[index, 0], mds_1_x[index, 1]))

plt.xlabel('Axis 1')
plt.ylabel('Axis 2')
plt.title('Multidimensional Scaling on counties in UK - {} Topic'.format('All data & statistics'));

Building Models

In [125]:
rep.head()
Out[125]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9
In [ ]:
In [140]:
#dependent variable
y="Sum of all Vaccination centers";
# features
x01="Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle"
x02="Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles"
x03="Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons"
x04="Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons"
x05="Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons"
x06="Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions"
x07="Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions"
x08="Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions"
x09="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons"
x10="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons"
x11="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons"
x12="Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons"

fig = plt.figure(figsize=(20,10))

scp = fig.add_subplot(141)
scp.scatter(rep.loc[:,x01],rep.loc[:,y], alpha=.2)
scp.set_title('Have access to a vehicle')
scp.set_xlabel('no. of citizens with access to a vehicle')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(142)
scp.scatter(rep.loc[:,x02],rep.loc[:,y], alpha=.2)
scp.set_title('without access to vehicle')
scp.set_xlabel('no. of citizen without access to a vehicle')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(143)
scp.scatter(rep.loc[:,x03],rep.loc[:,y], alpha=.2)
scp.set_title('Very bad health')
scp.set_xlabel('no. Very bad health')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(144)
scp.scatter(rep.loc[:,x04],rep.loc[:,y], alpha=.2)
scp.set_title('Very good health')
scp.set_xlabel('No. Very good health')
scp.set_ylabel('Sum of total vaccination centres')

plt.show()

fig = plt.figure(figsize=(20,10))

scp = fig.add_subplot(141)
scp.scatter(rep.loc[:,x05],rep.loc[:,y], alpha=.2)
scp.set_title('Fair health')
scp.set_xlabel('No. Fair health')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(142)
scp.scatter(rep.loc[:,x06],rep.loc[:,y], alpha=.2)
scp.set_title('not deprived')
scp.set_xlabel('No. not deprived in any dimension')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(143)
scp.scatter(rep.loc[:,x07],rep.loc[:,y], alpha=.2)
scp.set_title('deprived by 1 dimension')
scp.set_xlabel('No. deprived by 1')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(144)
scp.scatter(rep.loc[:,x08],rep.loc[:,y], alpha=.2)
scp.set_title('deprived by 2 dimensions')
scp.set_xlabel('No. deprived by 2 dimensions')
scp.set_ylabel('Sum of total vaccination centres')

plt.show()

fig = plt.figure(figsize=(20,10))

scp = fig.add_subplot(141)
scp.scatter(rep.loc[:,x09],rep.loc[:,y], alpha=.2)
scp.set_title('No. unpaid care')
scp.set_xlabel('No. unpaid care')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(142)
scp.scatter(rep.loc[:,x10],rep.loc[:,y], alpha=.2)
scp.set_title('1 to 19 hours unpaid care')
scp.set_xlabel('No. 1 to 19 hours unpaid care')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(143)
scp.scatter(rep.loc[:,x11],rep.loc[:,y], alpha=.2)
scp.set_title('Provides 50 or more hours unpaid care')
scp.set_xlabel('Provides 50 or more hours unpaid care')
scp.set_ylabel('Sum of total vaccination centres')

scp = fig.add_subplot(144)
scp.scatter(rep.loc[:,x12],rep.loc[:,y], alpha=.2)
scp.set_title('Communal establishments')
scp.set_xlabel('No. residents in communal establishments')
scp.set_ylabel('Sum of total vaccination centres')

plt.show()
In [147]:
rep.rename(columns = {x12:'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons'}, inplace = True)
rep.rename(columns = {y:'Sum of all Vaccination centers'}, inplace = True)
xattr='Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons'
yattr='Sum of all Vaccination centers'

sns.set(color_codes=True)

fig,axes = plt.subplots(1,3,figsize=(45,15))
sns.regplot(x=xattr, y=yattr, data=rep, scatter_kws={'alpha':0.25}, ax = axes[0]);
sns.regplot(x=xattr, y=yattr, data=rep, order=2, scatter_kws={'alpha':0.25}, ax = axes[1]);
sns.regplot(x=xattr, y=yattr, data=rep, order=3, scatter_kws={'alpha':0.25}, ax = axes[2]);
plt.show()

Now we shall look at the resuduals of the models of the orders 1, 2, and 3. Residual plots are not supposed to show any structure, otherwise you need to make better models. We also look at the frequency histograms of the residuals shown at the right margins of the scatterplots. A randon distribution should have a bell-shaped histogram with the centre at zero, i.e., the mean value equals zero.

In [149]:
sns.jointplot(x=xattr, y=yattr, data=rep, kind="resid", scatter_kws={'alpha':0.25}, height=8);
plt.show()

sns.jointplot(x=xattr, y=yattr, data=rep, order=2, kind="resid", scatter_kws={'alpha':0.25}, height=8);
plt.show()

sns.jointplot(x=xattr, y=yattr, data=rep, order=3, kind="resid", scatter_kws={'alpha':0.25}, height=8);
plt.show()

/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1734: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations
  f.tight_layout()

/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1734: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations
  f.tight_layout()

/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1734: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations
  f.tight_layout()
In [263]:
rep.head()
Out[263]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.0 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.9 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773
In [213]:
White='Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons','Combined_England_dataset_Engineered_White\ Irish - Unit : Persons','Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons','Combined_England_dataset_Engineered_White\ Other White - Unit : Persons'
Black='Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons'
Asian='Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons'
Mixed='Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons'
Arab_other='Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group','Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons'
Population='Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'

rep=rep.rename(columns={"Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons":"verygood_health","Combined_England_dataset_Engineered_General health : Good health - Unit : Persons":"good_health","Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons":"fair_health","Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons":"bad_health","Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons":"verybad_health","Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions":"not_deprived","Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions":"deprived_1","Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions":"deprived_2","Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions":"deprived_3","Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions":"deprived_4","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons":"no_care_duties","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons":"care_duties_0_19","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons":"care_duties_20_49","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons":"care_duties_50_plus","Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons":"communal_establishments"})






df_ethnic=rep[['Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons','Combined_England_dataset_Engineered_White\ Irish - Unit : Persons','Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons','Combined_England_dataset_Engineered_White\ Other White - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons','Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group','Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons','Sum of all Vaccination centers','Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons','Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle','Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles']]
In [241]:
#sum_column = df["col1"] + df["col2"]

White = rep['Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons']+rep['Combined_England_dataset_Engineered_White\ Irish - Unit : Persons']+rep['Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons']+rep['Combined_England_dataset_Engineered_White\ Other White - Unit : Persons']
Black = rep['Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons']+rep['Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons']+rep['Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons']
Asian = rep['Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons']
Mixed = rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons']+rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons']+rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons']+rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons']
Arab_other = rep['Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group']+rep['Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons']
#Population = ['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons']

rep["White No.total"] = White
rep["Black No.total"] = Black
rep["Asian No.total"] = Asian
rep["Mixed No.total"] = Mixed
rep["Arab_other No.total"] = Arab_other

rep.head()
                                          

rep=rep.rename(columns={"Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)":"No.cars_privately_accessible","Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles":"No_access_to_vehicle","Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle":"1_vehicle_access","Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles":"2_vehicle_access","Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles":"3_vehicle_access","Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles":"4_vehicle_access"})

Ethnic Regression

In [242]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Black ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Black No.total', data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Black Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [243]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins


# Visualizing 'Vacc' and 'White ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'White No.total' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs White Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [244]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Asian ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Asian No.total' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Asian Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [245]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Mixed ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Mixed No.total' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Mixed Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [246]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Arab_other No.total' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Arab Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>

Deprived Regression

In [224]:
rep.head()
Out[224]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.0 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.9 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773
In [247]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'not_deprived' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Not Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [248]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_1' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs One Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [249]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_2' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Two Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [250]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_3' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Three Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [251]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_4' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Four Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [235]:
rep.head()
Out[235]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.0 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.9 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773
In [ ]:

Care Duties Regressions

In [252]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'no_care_duties' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs No Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [253]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'care_duties_0_19' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs 0-19hr Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [254]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'care_duties_20_49' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs 20-49hrs Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [255]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'care_duties_50_plus' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs 50hrs+ Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>

Communal_Establishments

In [256]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'communal_establishments' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Communal Establishments Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [ ]:

Health Regressions

In [257]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'verybad_health' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Very Bad Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [258]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'verygood_health' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Very Good Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [259]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'good_health' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Good Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [260]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'fair_health' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Fair Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [261]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'bad_health' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Bad Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [262]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'bad_health' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Bad Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>

Vehicle Access

In [264]:
rep.head()
Out[264]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.0 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.9 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773
In [269]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'No.cars_privately_accessible' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs No vehicles accessible privately Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [270]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'No_access_to_vehicle' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs No Access to vehicles Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [265]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '1_vehicle_access' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs One Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [266]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '2_vehicle_access' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Two Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [267]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '3_vehicle_access' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Three Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [268]:
# Binning the population attribute 
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins

# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '4_vehicle_access' , data = rep, order = 3, 
                col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Four Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);

<Figure size 3240x1800 with 0 Axes>
In [303]:
rep.head()
Out[303]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.9 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.0 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.9 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773
In [304]:
km_features = ['not_deprived', 'deprived_1', 'deprived_2', 'deprived_3','deprived_4']

# Create the model
nb_clusters = 3 
km = KMeans(n_clusters=nb_clusters, random_state=123) 

# Fit the model to the data
km = km.fit(rep[km_features])

# Append a column with the cluster number to each data point (row)
rep['Cluster1'] = km.predict(rep[km_features])


plt.figure(num=8)
sns.pairplot(data=rep[km_features+['Cluster1']], hue='Cluster1', vars=km_features, aspect=1.5, height=3)
plt.suptitle('Scatterplot Matrix of Deprivation characteristics colored by Clusters1', size = 20)
plt.subplots_adjust(top=.9); # This line is to adjust the space between the title and the matrix of plots

<Figure size 432x288 with 0 Axes>
In [305]:
rep.shape
Out[305]:
(112, 81)
In [ ]:
In [ ]:
In [299]:
import geopandas as gp

wards1=gp.read_file('GBR_adm2.shp')
In [ ]:
In [300]:
wards1.head()
Out[300]:
geometry
0 POLYGON ((0.15242 51.59898, 0.15128 51.59454, ...
1 POLYGON ((-2.71267 51.31989, -2.71215 51.32662...
2 POLYGON ((-0.38515 51.92112, -0.40318 51.91548...
3 POLYGON ((-1.48695 51.33250, -1.48583 51.34389...
4 POLYGON ((0.08031 51.43162, 0.08072 51.43285, ...
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:

Test out Clustering

In [192]:
#Reference - https://towardsdatascience.com/visualizing-clusters-with-pythons-matplolib-35ae03d87489


from sklearn.cluster import KMeans
import numpy as np
# k means
kmeans = KMeans(n_clusters=3, random_state=0)
rep['cluster'] = kmeans.fit_predict(rep[['Vaccination_Centers_count', 'Phamacy_Vaccination_Centers_count']])
# get centroids
centroids = kmeans.cluster_centers_
cen_x = [i[0] for i in centroids] 
cen_y = [i[1] for i in centroids]
## add to df
rep['cen_x'] = rep.cluster.map({0:cen_x[0], 1:cen_x[1], 2:cen_x[2]})
rep['cen_y'] = rep.cluster.map({0:cen_y[0], 1:cen_y[1], 2:cen_y[2]})
# define and map colors
colors = ['#DF2020', '#81DF20', '#2095DF']
rep['c'] = rep.cluster.map({0:colors[0], 1:colors[1], 2:colors[2]})
In [193]:
import matplotlib.pyplot as plt
plt.scatter(rep.Vaccination_Centers_count, rep.Phamacy_Vaccination_Centers_count, c=rep.c, alpha = 0.6, s=10)
Out[193]:
<matplotlib.collections.PathCollection at 0x7f80297817f0>
In [42]:
## centroids
cent_leg = [Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1), 
            markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate rep(["NAME_2"])]

# We need to loop over every borough, get its name from the borough dataframe and its location from mds_x and add the text to our scatterplot
for index,name in enumerate(rep['NAME_2']):
    plt.annotate(s=name, xy=(mds_x[index, 0], mds_x[index, 1]))

  File "<ipython-input-42-ef2afd44b5ca>", line 3
    markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate rep(["NAME_2"])]
                                                                      ^
SyntaxError: invalid syntax
In [ ]:
In [ ]:
In [ ]:
In [52]:
from matplotlib.lines import Line2D

fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["GP_Vacc_Center_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
    x = [val["Sum of all Vaccination centers"], val.cen_x,]
    y = [val["GP_Vacc_Center_count"], val.cen_y]
    plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1), 
                   markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1), 
 #           markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,60)
plt.ylim(0,40)
# title and labels
plt.title('Total Vaccination centers vs GP Hubs', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('GP_Vacc_Center_count')
Out[52]:
Text(0, 0.5, 'GP_Vacc_Center_count')
In [70]:
from matplotlib.lines import Line2D

fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["Hospital_hubs_Vacc_Centers_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
    x = [val["Sum of all Vaccination centers"], val.cen_x,]
    y = [val["Hospital_hubs_Vacc_Centers_count"], val.cen_y]
    plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1), 
                   markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1), 
 #           markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,98)
plt.ylim(-1,20)
# title and labels
plt.title('Total Vaccination centers vs Hospital Hubs', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('Hospital_hubs_Vacc_Centers_count')
Out[70]:
Text(0, 0.5, 'Hospital_hubs_Vacc_Centers_count')
In [72]:
from matplotlib.lines import Line2D

fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["Phamacy_Vaccination_Centers_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
    x = [val["Sum of all Vaccination centers"], val.cen_x,]
    y = [val["Phamacy_Vaccination_Centers_count"], val.cen_y]
    plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1), 
                   markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1), 
 #           markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,98)
plt.ylim(-1,20)
# title and labels
plt.title('Total Vaccination centers vs Phamacy Hubs', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('Phamacy_Vaccination_Centers_count')
Out[72]:
Text(0, 0.5, 'Phamacy_Vaccination_Centers_count')
In [73]:
from matplotlib.lines import Line2D

fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["Vaccination_Centers_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
    x = [val["Sum of all Vaccination centers"], val.cen_x,]
    y = [val["Vaccination_Centers_count"], val.cen_y]
    plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1), 
                   markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1), 
 #           markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,98)
plt.ylim(-1,20)
# title and labels
plt.title('Total Vaccination centers vs Vacc Centres', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('Vaccination_Centers_count')
Out[73]:
Text(0, 0.5, 'Vaccination_Centers_count')
In [247]:
rep.head()
Out[247]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Female Population Population which have access to a vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Population: No religion Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Population with Very Bad Health Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Population which are not deprived Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Unpaid Part-time Carers <20hrs Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 0
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 1
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 2
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 4
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 1
In [259]:
features = ['Sum of all Vaccination centers']


for f in features:
    plt.figure()
    ax = sns.countplot(x=f, data=rep, hue = 'TYPE_2', palette="Set1")
In [127]:
features = ['Sum of all Vaccination centers']

from matplotlib.pyplot import figure

for f in features:
    plt.figure()
    figure(figsize=(20, 15), dpi=200)
    ax = sns.countplot(x=f, data=rep, hue = 'TYPE_2', palette="Set1")

<Figure size 432x288 with 0 Axes>
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:

Optimisation of Vaccination centres - Random Forest

In [8]:
import pandas as pd
import numpy as np
import sklearn
import seaborn as sns
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import train_test_split
In [319]:
rep
Out[319]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total Cluster1
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913 2
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742 2
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113 2
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.000000 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364 2
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773 2
5 Blackburn with Darwen Unitary Authority Unitary Authority 147489 73547 73942 57353 58447 17502 25110 11819 2256 666 147489 77599 306 574 54 39817 161 295 20374 8309 2335 66991 49010 20725 8428 57353 20599 18421 13105 4779 449 131733 8769 2691 4296 147489 1467 10.764690 147489 13701.18 57353 145827 1662 147489 98144 794 161 2910 315 162 989 357 19791 17801 1525 721 1656 614 202 117 585 645 1 2 1 2 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 102009 933 41494 1823 1230 2
6 Bournemouth Unitary Authority Unitary Authority 183491 91386 92105 82374 92927 21333 36807 18763 3961 1510 183491 104828 1215 1292 1343 3264 156 1216 55911 14266 2401 84955 63260 24866 8009 82374 33804 27788 15624 4371 787 166166 11280 2260 3785 183491 1785 39.734900 183491 4617.88 82374 179138 4353 183491 153752 1355 218 13472 1043 601 1396 1151 1940 213 408 1840 2665 1208 380 176 693 980 1 1 0 6 8 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 168797 1764 7066 4191 1673 2
7 Brent London Borough London Borough 311215 156468 154747 110286 87802 47419 43598 14884 3429 956 311215 129080 4300 55449 4357 58036 1709 3768 33054 21462 4281 149695 108169 36731 12339 110286 34085 40538 25540 8741 1382 284605 15813 4938 5859 311215 3321 71.981860 311215 4323.52 110286 308895 2320 311215 55887 12320 320 44353 4291 2820 3642 5022 58017 14381 1749 3250 28589 24391 23723 10518 11430 6512 1 1 0 5 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 112880 58632 105986 15775 17942 2
8 Brighton and Hove Unitary Authority Unitary Authority 273369 136108 137261 121540 104397 46415 51727 19078 3294 1026 273369 117276 2742 1792 2670 6095 342 2409 115954 24089 3277 134673 91970 32298 11151 121540 52226 39931 21628 6704 1051 249402 16401 2850 4716 273369 2749 33.068660 273369 8266.71 121540 266059 7310 273369 220018 3772 198 19524 2182 2019 3351 2856 2996 649 1367 2999 3267 2893 879 416 2184 1799 1 1 2 1 5 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 243512 4188 11278 10408 3983 2
9 Bristol Unitary Authority (city) Unitary Authority (city) 428234 213071 215163 182747 190530 52814 82483 37858 7172 2420 428234 200254 2549 2712 777 22016 2133 2793 160218 34782 5425 209024 143283 52446 18056 182747 77443 58827 34808 10430 1239 388096 25709 5253 9176 428234 3927 39.069740 428234 10960.76 182747 418814 9420 428234 333432 3851 359 21950 7389 1533 3402 3114 6547 6863 2104 3886 4255 12085 6727 6922 1272 2543 1 4 1 6 12 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 359592 25734 23655 15438 3815 0
10 Bromley London Borough London Borough 309392 148588 160804 130862 153908 30723 59613 30909 7072 2545 309392 187656 1580 4987 957 7841 736 1138 80303 24194 2818 154998 105574 36098 9904 130862 63450 41818 20141 4931 522 278380 21274 3439 6299 309392 4757 20.604910 309392 15015.45 130862 307023 2369 309392 239478 4463 580 16349 3897 1335 3016 2649 6215 1014 1265 2768 4805 9819 6609 2258 870 2002 1 3 2 5 11 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 260870 18686 16067 10897 2872 2
11 Buckinghamshire Administrative County Administrative County 505283 248346 256937 200727 314138 25261 75300 73419 18882 7865 505283 305804 2207 6244 1511 25781 4657 1803 121190 36086 3902 262901 170886 53987 13607 200727 106894 61449 26862 5007 515 455769 35820 5268 8426 505283 10771 3.228751 505283 156494.90 200727 497299 7984 505283 409793 5377 614 20886 4573 1098 4125 2564 11368 21236 1089 2554 7022 4032 5175 1283 853 1641 1 11 3 10 25 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 436670 10490 43269 12360 2494 0
12 Cambridgeshire Administrative County Administrative County 621210 309560 311650 251241 343690 43588 106212 76970 17830 6641 621210 361532 3264 4142 1652 8990 895 2636 189016 49083 5453 306910 215746 73386 19715 251241 123285 79821 39389 8067 679 561034 41313 6785 12078 621210 9352 2.039267 621210 304624.20 251241 598066 23144 621210 524617 4908 1508 43954 2510 1385 3895 3291 7430 2373 2562 6723 6550 3426 1647 937 1370 2124 6 3 5 19 33 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 574987 6010 25638 11081 3494 0
13 Camden London Borough London Borough 220338 107885 112453 97534 46601 59595 30991 5757 912 279 220338 74821 2789 3141 9823 26643 465 1267 56113 45276 3175 117692 67334 22963 9174 97534 36975 34569 17469 7085 1436 203032 11551 2437 3318 220338 2530 101.091000 220338 2179.60 97534 212443 7895 220338 96937 7053 167 41898 2494 1800 3880 4148 6083 1489 12503 6493 8878 10802 3496 3762 3432 5023 1 1 6 6 14 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 146055 18060 35446 12322 8455 2
14 Cheshire Administrative County Administrative County 370127 181409 188718 159441 224179 25709 65543 52217 11763 4209 370127 254940 882 1328 581 2438 279 1065 83973 24641 3914 181595 123065 47306 14247 159441 79623 48842 25289 5287 400 330124 27525 4454 8024 370127 6056 3.173307 370127 116637.60 159441 365065 5062 370127 346264 2241 313 9122 1341 461 1293 778 2147 856 504 1125 1428 664 511 227 338 514 1 14 4 20 39 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 357940 1402 6060 3873 852 2
15 Cornwall Administrative County Administrative County 534476 258907 275569 231378 311157 40429 103219 65012 16305 6413 534476 319575 1735 557 393 858 105 3621 162062 45570 7634 241894 179559 79429 25960 231378 92952 80131 45994 11162 1139 471064 39217 8304 15891 534476 6185 1.500258 534476 356256.00 231378 525555 8921 534476 511715 2056 635 10619 1251 493 1562 1112 837 107 280 1004 1208 293 369 102 189 644 2 5 1 13 21 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 525025 764 3436 4418 833 0
16 Croydon London Borough London Borough 363378 176224 187154 145010 140049 48523 63183 25836 5571 1897 363378 205022 2381 21739 709 29513 1450 2153 72654 27757 3953 174584 128634 43473 12734 145010 59399 50369 26731 7457 1054 329695 22063 4750 6870 363378 4823 41.999840 363378 8651.89 145010 360230 3148 363378 171740 5369 234 22852 9650 3279 5140 5826 24660 10865 2570 3925 17607 28981 31320 12955 1701 4704 2 4 1 5 12 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 200195 73256 59627 23895 6405 2
17 Cumbria Administrative County Administrative County 499858 246065 253793 222042 273534 47578 99389 57798 12825 4452 499858 359235 1353 559 203 1336 64 1364 101496 34248 6481 225018 172789 71966 23604 222042 96017 72142 41985 10994 904 443363 35927 7265 13303 499858 6584 0.738718 499858 676655.90 222042 490939 8919 499858 482124 1552 315 8266 751 314 881 558 892 316 486 1153 1219 373 141 65 153 299 3 7 4 15 29 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 492257 579 4066 2504 452 0
18 Darlington Unitary Authority Unitary Authority 105564 51483 54081 46670 49794 13052 20682 10450 1962 524 105564 71122 307 317 45 971 361 310 25415 6716 1440 47046 37199 15116 4763 46670 20184 14922 8954 2407 203 94516 6863 1427 2758 105564 1218 5.345686 105564 19747.51 46670 104111 1453 105564 98898 328 350 2019 463 97 350 236 726 145 523 349 462 206 105 46 112 149 1 1 2 1 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 101595 357 2205 1146 261 2
19 Derbyshire Administrative County Administrative County 71116 35071 36045 30744 45168 4557 12383 10233 2506 1065 71116 48869 164 39 56 142 34 241 16477 5094 753 33487 24683 9718 2475 30744 14941 9756 5074 903 70 62113 6568 889 1546 71116 1345 0.897417 71116 79245.21 30744 69562 1554 71116 68835 321 15 946 130 58 173 105 97 84 4 95 118 33 36 18 10 38 0 14 2 14 30 1 2.615385 14.230769 #81DF20 (7374.999, 186720.25] 70117 87 398 466 48 2
20 Derby Unitary Authority (city) Unitary Authority (city) 248752 123046 125706 102271 108124 29593 44344 22930 4220 1184 248752 131129 822 2198 110 19006 8891 985 68668 16943 3249 111837 87060 35193 11413 102271 41618 33029 20996 6054 574 223168 15682 3586 6316 248752 2431 31.878570 248752 7803.11 102271 244625 4127 248752 187386 2319 295 9751 3916 533 1772 1011 10907 14620 658 1292 3618 3156 3405 759 861 2493 1 3 1 1 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 199751 7320 31095 7232 3354 2
21 Devon Administrative County Administrative County 77750 38070 39680 32758 48250 4696 13717 10443 2686 1216 77750 48273 224 96 46 112 5 366 22122 6506 750 36263 27554 10398 2785 32758 14780 11023 5642 1205 108 69298 5798 927 1727 77750 1102 0.851649 77750 91293.48 32758 76866 884 77750 74554 278 88 1776 132 69 169 114 116 7 18 167 120 64 17 13 4 44 3 4 3 17 27 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 76696 94 428 484 48 2
22 Dorset Administrative County Administrative County 412905 201271 211634 180213 253649 28021 78377 54354 14024 5437 412905 269737 1280 550 519 1318 88 2230 104221 32962 4467 184353 148166 59671 16248 180213 80487 62366 31001 5823 536 363583 33362 5456 10504 412905 6281 1.624573 412905 254162.20 180213 403366 9539 412905 394350 1975 555 7437 952 431 1212 805 737 151 525 943 1477 518 295 111 116 315 0 7 2 10 19 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 404317 924 3833 3400 431 0
23 Durham Administrative County Administrative County 513242 251280 261962 223803 248586 60926 96086 52740 10775 3276 513242 369715 1001 607 208 1934 609 1525 107281 30362 9333 217373 171564 82404 32568 223803 87986 68885 51846 14353 733 453187 34336 8826 16893 513242 4705 2.305604 513242 222606.30 223803 500288 12954 513242 495664 1229 467 6409 969 321 1093 711 1368 463 241 1598 1186 447 158 96 459 363 1 5 1 14 21 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 503769 701 4856 3094 822 0
24 Ealing London Borough London Borough 338449 169175 169274 124082 112845 43847 54846 20017 4093 1279 338449 148055 4228 28915 1131 53198 26778 1987 50848 23309 4114 166385 116712 38421 12817 124082 46377 42757 25522 8212 1214 309676 17668 5033 6072 338449 4037 60.954350 338449 5552.50 124082 334725 3724 338449 103035 10428 300 52055 3939 1989 4653 4485 48240 14711 1786 4132 31570 17299 13192 6369 9804 10462 1 9 2 3 15 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 165818 36860 100439 15066 20266 2
25 East Riding of Yorkshire Unitary Authority Unitary Authority 334179 163388 170791 143032 190419 25200 62802 42328 9463 3239 334179 227343 702 607 337 1309 174 863 78296 24548 4133 151003 116859 48307 13877 143032 66055 46722 25187 4665 403 296811 24355 4418 8595 334179 4469 1.387973 334179 240767.70 143032 326951 7228 334179 321309 908 227 5345 683 367 785 466 1081 396 69 660 755 355 175 68 289 241 0 5 3 10 18 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 327789 598 2961 2301 530 2
26 East Sussex Administrative County Administrative County 526671 253764 272907 231905 292118 50674 100340 60173 14750 5968 526671 315659 2190 1501 1074 4201 178 3508 155723 42637 6886 230697 187695 77795 23598 231905 98156 78965 43629 10054 1101 467262 39537 6745 13127 526671 7111 3.082554 526671 170855.40 231905 515598 11073 526671 482769 3966 815 17872 1947 1023 2584 1919 2253 317 1042 1931 3600 1800 771 341 638 1083 1 4 4 9 18 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 505422 2912 9143 7473 1721 0
27 Enfield London Borough London Borough 312466 150654 161812 119916 119653 38933 51872 21997 5328 1786 312466 167417 1824 10927 4412 52141 1078 1950 48522 24195 4182 146351 109394 39699 12840 119916 43308 41080 26163 8172 1193 284842 17299 4131 6194 312466 3835 38.657470 312466 8082.94 119916 310066 2400 312466 126450 6899 344 56947 4852 2384 4189 5758 11648 2594 5599 2588 12464 28222 17334 8131 1930 14133 2 10 3 8 23 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 190640 53687 34893 17183 16063 2
28 Essex Administrative County Administrative County 1393587 680161 713426 581589 795400 104522 244783 171954 42913 17417 1393587 860906 4693 8295 6662 13526 2197 5165 392047 100096 15174 656820 486952 182561 52080 581589 255205 193345 107615 23257 2167 1247376 96679 17592 31940 1393587 17298 4.022605 1393587 346438.90 581589 1375440 18147 1393587 1264877 11165 2161 35653 6936 2801 6173 4975 12456 3462 2747 6361 9834 12143 4556 2010 2042 3235 11 7 4 27 49 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 1313856 18709 34860 20885 5277 1
29 Gloucestershire Administrative County Administrative County 596984 292586 304398 254615 353020 43480 106491 78426 18960 7258 596984 379144 1772 2222 539 5741 449 2940 159496 44681 5780 283942 210173 76317 20772 254615 122736 81780 40770 8529 800 534340 43596 6830 12218 596984 9279 2.250011 596984 265324.90 254615 586018 10966 596984 546599 3759 731 18558 3627 923 2353 1758 5729 942 960 1911 2891 2090 2313 747 364 729 0 6 3 10 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 569647 5150 12433 8661 1093 0
30 Greenwich London Borough London Borough 254557 126224 128333 101045 78185 42455 43058 12523 2321 688 254557 134632 4223 9087 492 17349 3490 1013 65034 19237 3235 127641 83875 29386 10420 101045 37600 34480 20809 7239 917 232543 13085 3519 5410 254557 2542 53.767760 254557 4734.38 101045 249991 4566 254557 133130 4291 430 21151 4011 2699 2361 3203 7836 2594 1645 5061 12758 35164 8051 5440 1069 3663 0 4 1 3 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 159002 48655 29894 12274 4732 2
31 Hackney London Borough London Borough 246270 122029 124241 101690 41800 65721 31157 4129 525 158 246270 95131 3075 1577 15477 34727 1872 1311 69454 23646 4109 128442 75699 26837 11183 101690 31994 36314 22514 9308 1560 228322 10734 3094 4120 246270 2221 129.184000 246270 1906.35 101690 244433 1837 246270 89030 5216 474 39897 4989 2866 3020 4994 7599 1905 6180 3436 6747 27976 19168 9714 1721 11338 0 6 1 0 7 2 1.758621 7.000000 #2095DF (186720.25, 260508.0] 134617 56858 25867 15869 13059 2
32 Halton Unitary Authority Unitary Authority 125746 61368 64378 53312 59007 14380 22923 12893 2418 698 125746 94314 216 194 44 267 55 303 23543 6810 2133 58684 39693 17504 7732 53312 20060 16642 12238 4105 267 110728 8009 2440 4569 125746 1001 15.898060 125746 7909.52 53312 124874 872 125746 121210 654 41 1136 465 253 330 308 282 44 60 308 249 95 134 31 54 92 0 0 3 6 9 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 123041 260 943 1356 146 2
33 Hammersmith and Fulham London Borough London Borough 182493 88914 93579 80590 43843 44524 29496 5661 730 179 182493 98808 2060 2097 1161 18242 442 857 43487 15339 2364 103036 53374 17188 6531 80590 33427 27335 13749 5240 839 170159 7936 1867 2531 182493 2327 111.249100 182493 1640.40 80590 180652 1841 182493 81989 6321 217 35695 2769 1495 2649 3131 3451 1612 1056 3140 7376 10552 7111 3842 5228 4859 1 2 3 5 11 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 124222 21505 16635 10044 10087 2
34 Hampshire Administrative County Administrative County 1317788 644938 672850 545254 796638 80005 220861 182611 44568 17209 1317788 822179 7246 8928 1286 7999 2389 5694 367060 95007 11651 646983 460937 156806 41411 545254 274142 173320 80170 16139 1483 1184850 92224 14286 26428 1317788 20446 3.581969 1317788 367894.90 545254 1296211 21577 1317788 1209405 7361 2069 33288 4800 2340 6880 4031 10731 1803 2143 5605 15074 5090 2180 1028 1262 2698 2 8 4 28 42 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 1252123 8298 35356 18051 3960 1
35 Haringey London Borough London Borough 254926 126224 128702 101955 61515 52851 38911 8507 1333 353 254926 114659 2829 4539 7643 36130 808 1303 64202 22813 3780 126485 85567 28444 10650 101955 36356 34280 21949 7968 1402 236039 11812 2904 4171 254926 2774 86.157120 254926 2958.85 101955 253236 1690 254926 88424 6997 370 58552 4856 2609 3738 5345 5945 1920 4417 3744 8124 23037 18087 6706 2229 9826 1 6 2 3 12 2 1.758621 7.000000 #2095DF (186720.25, 260508.0] 154343 47830 24150 16548 12055 2
36 Harrow London Borough London Borough 239056 118023 121033 84268 100326 19811 37013 20993 5012 1439 239056 89181 2700 60407 10538 29881 2752 5945 22871 14781 2638 113731 86069 28329 8289 84268 35196 28917 15813 3892 450 214436 15889 3947 4784 239056 4251 47.366810 239056 5046.91 84268 236970 2086 239056 73826 7336 181 19648 2344 1053 3417 2685 63051 7797 1378 2629 26953 8526 6812 4370 3708 3342 1 3 2 2 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 100991 19708 101808 9499 7050 2
37 Hartlepool Unitary Authority Unitary Authority 92028 44751 47277 40434 38269 14268 16573 7662 1535 396 92028 64349 152 168 9 689 97 178 20507 5879 1699 39816 30117 14607 5789 40434 14351 12821 9970 3104 188 82104 5325 1555 3044 92028 780 9.804701 92028 9386.11 40434 91091 937 92028 88924 193 40 742 180 54 173 143 266 291 214 229 304 129 36 5 57 48 0 1 0 4 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 89899 170 1304 550 105 2
38 Havering London Borough London Borough 237232 114209 123023 97199 117634 22364 42968 23831 5910 2126 237232 155597 760 2963 1159 4829 1928 648 53549 15799 2767 109131 84378 31492 9464 97199 38567 33711 20248 4272 401 212018 16094 3285 5835 237232 2383 21.112910 237232 11236.35 97199 235671 1561 237232 197615 2989 160 7185 1970 712 1154 1097 5017 1492 975 1459 2602 7581 2885 1015 311 1013 1 1 1 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 207949 11481 11545 4933 1324 2
39 Herefordshire Unitary Authority (county) Unitary Authority (county) 183477 90302 93175 78319 111829 12826 32556 23805 6395 2737 183477 124403 562 228 131 364 80 893 41766 15050 2151 83874 64494 25517 7441 78319 34469 26487 13969 3131 263 162801 13998 2362 4316 183477 3080 0.841741 183477 217973.20 78319 180595 2882 183477 171922 709 363 7175 407 146 415 302 490 80 32 277 560 160 103 68 105 163 1 0 1 5 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 180169 331 1439 1270 268 2
40 Hertfordshire Administrative County Administrative County 1116062 547110 568952 453817 626113 76823 191349 140172 32826 12647 1116062 650129 5502 21508 21345 30730 5048 5072 296046 80682 9487 568026 378624 125609 34316 453817 223886 143859 69844 14694 1534 1007447 75691 12256 20668 1116062 18561 6.792558 1116062 164306.60 453817 1101351 14711 1116062 902006 17260 1149 57080 8899 3250 8703 6645 28848 12302 5608 8462 17361 19722 8713 2966 2359 4729 8 6 8 23 45 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 977495 31401 72581 27497 7088 1
41 Hillingdon London Borough London Borough 273936 135811 138125 100214 122486 22716 43942 25193 6125 2238 273936 134813 2386 22033 1753 29065 18230 1669 46492 17495 2766 133627 96647 31492 9404 100214 40143 34824 19622 5029 596 248031 16563 3816 5526 273936 3371 23.676670 273936 11569.87 100214 267227 6709 273936 142916 5949 344 16822 2719 1409 3602 2749 36795 9200 2639 2889 17730 11275 4615 4192 2925 5166 2 6 0 1 9 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 166031 20082 69253 10479 8091 2
42 Hounslow London Borough London Borough 253957 127397 126560 94902 94042 29985 42744 16986 3942 1245 253957 106660 3617 26261 651 35666 22749 1540 40351 16462 2814 124442 89064 28552 9085 94902 35413 33763 19203 5774 749 231647 13897 3623 4790 253957 2897 45.360640 253957 5598.62 94902 251961 1996 253957 96264 4775 183 29283 2273 1730 3390 2956 48161 13676 2189 2405 20826 10787 3381 2645 3638 5395 1 3 0 4 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 130505 16813 87257 10349 9033 2
43 Isle of Wight Unitary Authority Unitary Authority 138265 67424 70841 61085 72788 13761 28314 14356 3468 1186 138265 83671 459 312 124 524 45 905 40950 11275 2032 56420 50514 22378 6921 61085 23935 21358 12460 2992 340 121845 10208 2108 4104 138265 1519 3.637012 138265 38016.10 61085 133713 4552 138265 131099 747 94 2605 507 123 738 341 435 80 131 219 649 141 115 47 52 142 1 0 0 4 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 134545 303 1514 1709 194 2
44 Islington London Borough London Borough 206125 101405 104720 93556 38629 60485 28507 3914 490 160 206125 82879 2117 2108 1915 19521 569 967 61911 34138 3473 106386 63382 23113 9771 93556 34289 31880 18351 7762 1274 189814 10044 2505 3762 206125 1931 138.716000 206125 1485.95 93556 200134 5991 206125 98322 8140 163 33890 4236 1912 2964 4227 3534 951 4662 4457 5430 12622 7943 5729 1893 5050 1 1 1 1 4 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 140515 26294 19034 13339 6943 2
45 Kensington and Chelsea London Borough (royal) London Borough (royal) 158649 78194 80455 78536 44536 43982 26866 6204 1046 438 158649 86005 2447 1386 3320 15812 263 778 32669 15969 1875 91764 45189 14464 5357 78536 34278 27161 11908 4366 823 147671 7472 1552 1954 158649 3093 130.796000 158649 1212.95 78536 155939 2710 158649 62271 3715 119 45912 1695 1148 3021 3122 2577 911 836 3968 7569 5536 3257 1540 6455 4997 1 0 3 2 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 112017 10333 15861 8986 11452 2
46 Kent Administrative County Administrative County 1463740 715613 748127 605638 790956 121094 258442 169541 40616 15945 1463740 915200 6802 10943 1777 13932 10545 6145 391591 106805 16669 683205 510399 194931 58536 605638 264980 200070 111252 26476 2860 1311963 97464 18432 35881 1463740 19074 4.130744 1463740 354352.60 605638 1435745 27995 1463740 1303558 10239 4685 52620 6266 2997 7520 5324 18136 2406 3381 5978 17713 11523 3293 1400 1535 5166 3 12 7 32 54 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1371102 16216 47614 22107 6701 1
47 Kingston upon Hull Unitary Authority (city) Unitary Authority (city) 256406 128420 127986 112596 90240 45748 47612 16002 2588 646 256406 140753 771 439 172 5447 289 794 89336 18405 4130 110555 89572 38102 14047 112596 37719 37207 27899 9024 747 232770 12602 3622 7412 256406 1488 35.886470 256406 7144.92 112596 252748 3658 256406 229920 550 284 10567 871 821 945 817 1086 882 755 2124 1624 2472 236 288 1134 1030 1 2 0 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 241321 2996 6471 3454 2164 2
48 Kingston upon Thames London Borough (royal) London Borough (royal) 160060 78103 81957 63639 70421 15997 30084 13740 2861 957 160060 84684 1771 7502 775 9474 1236 802 41183 12633 1267 84332 53598 16425 4438 63639 32175 20186 8892 2140 246 146772 9331 1611 2346 160060 2639 42.972700 160060 3724.69 63639 156358 3702 160060 101015 2718 95 15391 1238 700 2500 1831 6325 3009 892 2883 13043 2616 1027 378 2439 1960 1 3 1 1 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 119219 4021 26152 6269 4399 2
49 Lambeth London Borough London Borough 303086 150921 152165 130017 66791 75214 45077 8147 1219 360 303086 160944 2963 3119 1134 21500 440 1682 84803 26501 3557 160326 97286 31188 10729 130017 51814 44100 24158 8654 1291 282609 13035 3172 4270 303086 3186 113.001600 303086 2682.14 130017 300101 2985 303086 118250 7456 195 47124 8302 4301 3574 6983 4983 3072 2221 4573 6089 35187 28886 14469 1728 5693 1 9 3 5 18 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 173025 78542 20938 23160 7421 2
50 Lancashire Administrative County Administrative County 1171339 575146 596193 496299 599618 113467 215777 130414 27546 9095 1171339 805510 2792 5632 859 55722 1404 3682 224446 71292 16110 538205 394234 165605 57185 496299 213445 157329 96828 26275 2422 1038126 83377 17672 32164 1171339 14049 4.034645 1171339 290320.20 496299 1143277 28062 1171339 1050340 7125 821 22401 4573 1279 4571 2301 19212 36103 5811 4811 5117 1891 1789 418 1387 1389 4 12 11 28 55 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1080687 4098 71054 12724 2776 1
51 Leicestershire Administrative County Administrative County 650489 321416 329073 267434 380884 40821 110471 88377 20566 7199 650489 392363 1546 18508 528 9096 7978 2381 176123 41966 6053 308763 230844 82862 21967 267434 130582 84605 43817 7884 546 579761 48671 8017 14040 650489 9344 3.123029 650489 208287.90 267434 636274 14215 650489 578432 3528 411 12396 3024 714 3262 1551 28598 2099 2313 3502 4265 1990 1379 418 866 1741 0 8 3 8 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 594767 3787 40777 8551 2607 0
52 Leicester Unitary Authority (city) Unitary Authority (city) 329839 162884 166955 123125 110395 45375 51864 20787 3975 1124 329839 106872 1224 50087 295 61440 14457 1839 75280 18345 4930 148108 117551 44278 14972 123125 40214 41982 29765 9915 1249 298874 17503 5533 7929 329839 3332 44.989410 329839 7331.48 123125 321527 8312 329839 148629 2524 417 15066 4691 1161 3388 2340 93335 8067 3642 4245 13181 12480 4790 3315 3311 5257 1 3 1 9 14 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 166636 20585 122470 11580 8568 2
53 Lewisham London Borough London Borough 275885 134957 140928 116091 76507 55893 46991 10829 1875 503 275885 145588 3664 6562 643 17759 531 1478 75155 24505 3563 135428 93850 32289 10755 116091 44523 39640 22963 7871 1094 253364 13931 3502 5088 275885 2897 78.498180 275885 3514.54 116091 273342 2543 275885 114446 5206 208 27826 8539 3559 3045 5329 4600 1596 1388 6164 11786 32025 30854 12063 1456 5795 0 8 0 6 14 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 147686 74942 25534 20472 7251 2
54 Lincolnshire Administrative County Administrative County 713653 347605 366048 306971 402731 55407 137635 87271 19598 7060 713653 489184 1345 1486 439 2780 453 2605 164628 50733 9254 307017 256638 107948 32796 306971 127466 103324 61903 13237 1041 634391 48281 10205 20776 713653 9048 1.205369 713653 592061.90 306971 698748 14905 713653 663741 3278 617 28848 2073 815 1798 1504 2474 584 496 1737 2025 1540 661 360 420 682 2 3 3 13 21 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 696484 2561 7316 6190 1102 0
55 London London Borough (city) London Borough (city) 7375 4091 3284 4385 1692 3043 1100 173 51 18 7375 3344 92 145 166 409 18 28 2522 651 56 4112 2374 643 190 4385 1973 1772 499 122 19 6799 455 51 70 7375 78 25.450340 7375 289.78 4385 7187 188 7375 4243 180 3 1373 38 37 111 103 216 16 232 263 213 98 46 49 69 85 0 0 0 0 0 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 5799 193 940 289 154 2
56 Luton Unitary Authority Unitary Authority 203201 101954 101247 74293 80830 20389 32923 16499 3440 1042 203201 96271 652 6749 326 49991 2347 898 33594 12373 2446 94607 73300 25277 7571 74293 26640 26416 16185 4538 514 184945 10975 2836 4445 203201 2232 46.870940 203201 4335.33 74293 201549 1652 203201 90530 6126 198 14225 3831 915 1805 1730 10625 29353 13606 1497 5871 9169 8177 2563 1646 1334 1 3 1 4 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 111079 19909 60952 8281 2980 2
57 Manchester Metropolitan Borough (city) Metropolitan Borough (city) 503127 252623 250504 204969 150722 91248 83276 25598 3779 1068 503127 245247 3879 5452 2613 79496 2292 1889 127485 34774 8676 245334 159452 62651 27014 204969 70540 68763 45745 18104 1817 460487 23109 7568 11963 503127 3736 43.506200 503127 11564.49 204969 481030 22097 503127 298237 11843 509 24520 8877 4397 4791 5096 11417 42904 6437 13539 11689 25718 9642 8124 9503 5884 1 13 16 53 83 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 335109 43484 85986 23161 15387 0
58 Medway Unitary Authority Unitary Authority 263925 130825 133100 106209 133257 23231 45163 28790 6609 2416 263925 152637 937 2756 208 5169 3846 1392 78995 17985 2889 120662 95679 34307 10388 106209 44119 35652 20314 5550 574 238892 15001 3348 6684 263925 2492 13.743720 263925 19203.31 106209 259988 3937 263925 225654 1946 510 8469 1730 735 1546 1165 7132 1516 1304 1065 2598 4742 1428 493 517 1375 1 1 1 4 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 236579 6663 13615 5176 1892 2
59 Merseyside Metropolitan County Metropolitan County 1381189 671034 710155 602087 569170 211215 247753 116033 21323 5763 1381189 1022711 3908 4386 3014 19247 955 3090 238198 85680 26021 635847 432820 199347 87154 602087 218490 189669 141216 48380 4332 1215284 92343 26529 47033 1381189 12265 21.417740 1381189 64488.08 602087 1355114 26075 1381189 1268277 13342 457 23227 6395 4894 4638 5027 7896 2566 2366 11554 6023 9792 2066 2694 6379 3596 1 16 8 18 43 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1305303 14552 30405 20954 9975 1
60 Merton London Borough London Borough 199693 98515 101178 78757 72777 25644 37557 12462 2377 717 199693 111993 1884 12203 791 16262 498 810 41231 14021 1749 103891 67098 21025 5930 78757 36641 25594 12685 3457 380 183366 10531 2408 3388 199693 2866 53.097550 199693 3760.87 78757 198217 1476 199693 96658 4417 216 28315 2579 1279 2829 2647 8106 7337 2216 2618 15866 10442 8126 2243 1413 2386 1 1 0 2 4 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 129606 20811 36143 9334 3799 2
61 Middlesbrough Unitary Authority Unitary Authority 138412 67732 70680 57203 51821 21488 22963 10207 1945 600 138412 87511 370 591 45 9757 564 246 30797 8531 2542 62855 45295 19719 8001 57203 19729 18615 13717 4789 353 124252 7516 2301 4343 138412 1040 25.691470 138412 5387.47 57203 136156 2256 138412 119106 574 85 2290 541 452 904 465 1477 6811 244 904 1332 1470 92 169 950 546 0 1 0 0 1 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 122055 1731 10768 2362 1496 2
62 Milton Keynes Unitary Authority Unitary Authority 248821 123116 125705 98584 128029 18656 42633 29364 6009 1922 248821 131352 1246 6918 427 11913 1372 1216 77939 16438 2333 124826 86778 26929 7955 98584 46086 31678 16220 4169 431 227024 14018 2991 4788 248821 3395 8.062236 248821 30862.53 98584 246715 2106 248821 183934 2498 72 12590 2243 1597 2228 2167 8106 3851 1989 2722 6114 13058 2524 1549 565 1014 1 1 1 7 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 199094 17131 22782 8235 1579 2
63 Newham London Borough London Borough 307984 160336 147648 101519 61092 52849 38531 8405 1386 348 307984 123119 2446 26962 342 98456 6421 1090 29373 19775 4564 149269 106549 34839 12763 101519 25356 38692 26412 9748 1311 283380 13094 5191 6319 307984 2461 85.023030 307984 3622.36 101519 306009 1975 307984 51516 2172 462 35066 3957 3319 2677 3992 42484 30307 37262 3930 19912 37811 15050 7395 3523 7149 2 2 1 2 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 89216 60256 133895 13945 10672 2
64 Norfolk Administrative County Administrative County 857888 420160 437728 372085 484255 70096 166827 102064 23973 9125 857888 523163 2901 2295 983 5021 461 3933 254240 64891 10706 366280 314157 129218 37527 372085 153938 126531 74131 16122 1363 763197 59858 11626 23207 857888 9721 1.597390 857888 537056.10 372085 841042 16846 857888 793086 3677 922 30333 2493 1905 2979 2650 4043 700 933 3208 4133 3096 905 608 963 1254 7 4 7 19 37 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 828018 4609 13017 10027 2217 0
65 North East Lincolnshire Unitary Authority Unitary Authority 159616 78247 81369 69707 70625 21481 30338 14469 2638 781 159616 96836 347 386 64 1332 158 533 48476 11484 2153 70242 55935 23779 7507 69707 26569 23201 15505 4132 300 143623 9114 2117 4762 159616 1387 8.320054 159616 19184.49 69707 157786 1830 159616 152240 414 26 2741 381 161 369 275 513 195 268 605 548 306 71 34 265 204 0 5 0 4 9 2 1.758621 7.000000 #2095DF (7374.999, 186720.25] 155421 411 2129 1186 469 2
66 North Lincolnshire Unitary Authority Unitary Authority 167446 82623 84823 70684 89482 14617 30714 19450 4454 1449 167446 110554 381 445 48 3024 538 417 40176 11863 2069 73234 59883 24667 7593 70684 29434 23407 14508 3116 219 149289 11092 2381 4684 167446 1777 1.978535 167446 84631.29 70684 165871 1575 167446 154526 727 90 5405 341 166 451 286 1122 862 1443 530 592 365 64 65 173 238 1 2 1 4 8 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 160748 494 4549 1244 411 2
67 North Somerset Unitary Authority Unitary Authority 202566 98463 104103 88227 121381 15151 36867 27620 6248 2341 202566 123545 554 340 157 869 95 939 60867 15200 2382 93803 70435 27670 8276 88227 41762 28397 14492 3212 364 180253 15172 2577 4564 202566 2727 5.419304 202566 37378.60 88227 199225 3341 202566 190553 1113 176 5234 681 256 698 398 817 111 299 619 590 383 188 61 127 262 0 2 1 4 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 197076 632 2436 2033 389 2
68 North Yorkshire Administrative County Administrative County 598376 294110 304266 256594 345907 45716 110448 76275 17670 6485 598376 415237 1609 1181 563 2146 192 1889 133023 42536 5953 285526 206349 78814 21734 256594 122837 83245 41705 8153 654 533597 44753 7190 12836 598376 9956 0.744470 598376 803761.30 256594 582624 15752 598376 565055 2381 588 14451 1315 662 1821 1245 1631 894 275 1733 2823 1428 372 624 357 721 0 8 2 14 24 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 582475 2424 7356 5043 1078 0
69 Northamptonshire Administrative County Administrative County 691952 341342 350610 287730 386622 54332 118068 87951 20204 7175 691952 414265 2194 8014 679 12104 2765 2882 202379 46670 7053 324025 249082 87222 24570 287730 131085 93387 50366 11862 1030 622454 46320 8259 14919 691952 9222 2.927073 691952 236397.30 287730 681850 10102 691952 592755 6704 527 32836 6064 1925 3251 2942 12264 2312 4264 2846 3741 9552 5254 2117 845 1753 1 9 2 17 29 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 632822 16923 25427 14182 2598 0
70 Northumberland Administrative County Administrative County 316028 154124 161904 138534 168974 30543 60875 36916 7671 2529 316028 216673 578 335 169 1018 494 980 75620 20161 4359 138990 108458 48580 15641 138534 60451 44844 26716 6150 373 280331 22304 4553 8840 316028 3922 0.630415 316028 501301.80 138534 310591 5437 316028 307097 833 156 2980 515 230 624 323 939 351 295 452 621 193 114 31 73 201 1 7 3 10 21 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 311066 338 2658 1692 274 2
71 Nottinghamshire Administrative County Administrative County 785802 386722 399080 334303 419187 69687 144941 93973 19461 6241 785802 481994 1860 3480 717 6963 3132 2689 230138 54829 10429 352053 270336 115940 37044 334303 144243 106363 67077 15535 1085 695104 57426 11592 21680 785802 8941 3.769243 785802 208477.40 334303 774338 11464 785802 727938 4133 456 18276 5174 961 2719 1862 7204 3470 600 2942 2923 1754 2782 566 815 1227 1 10 1 7 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 750803 5102 17139 10716 2042 0
72 Nottingham Unitary Authority (city) Unitary Authority (city) 305680 153777 151903 126131 96284 55093 50614 16785 2830 809 305680 135216 2051 4498 1069 26919 4312 1483 106954 23178 4666 141038 103332 41581 15063 126131 43326 42708 29144 9942 1011 278726 15211 4314 7429 305680 2556 40.969500 305680 7461.16 126131 289738 15942 305680 199990 2819 326 15563 12166 2004 3304 2791 9901 16771 1049 5988 6330 9877 9382 2926 2372 2121 0 2 2 3 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 218698 22185 40039 20265 4493 2
73 Oxfordshire Administrative County Administrative County 653798 322971 330827 258855 357634 45340 107358 79519 19148 7490 653798 393906 3257 3878 1893 15734 1192 2716 182344 48878 5107 342600 218698 69321 18072 258855 134689 80088 35844 7483 751 592667 43767 6403 10961 653798 12177 2.509863 653798 260491.50 258855 624099 29699 653798 546801 6291 623 40289 3759 1557 4521 3396 8140 7846 2491 5618 7562 7039 3070 1315 1358 2122 1 8 4 21 34 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 594004 11424 31657 13233 3480 0
74 Peterborough Unitary Authority Unitary Authority 183631 90859 92772 74023 83910 18412 33372 17712 3452 1075 183631 104202 463 2320 144 17251 1184 591 45183 12293 2076 81275 68493 24362 7425 74023 29667 24589 15215 4115 437 165941 10732 2616 4342 183631 2040 5.347777 183631 34337.82 74023 181827 1804 183631 130232 1257 560 19495 1542 827 1384 1195 4636 12078 229 872 3677 2480 1174 510 428 1055 2 2 1 5 10 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 151544 4164 21492 4948 1483 2
75 Plymouth Unitary Authority (city) Unitary Authority (city) 256384 126684 129700 109307 115466 30438 49904 23251 4425 1289 256384 148917 881 567 168 2078 89 1198 84295 18191 3684 117976 85956 35756 13012 109307 43157 36415 22169 6754 812 229137 15624 4057 7566 256384 1978 32.114800 256384 7983.36 109307 251100 5284 256384 238263 1105 153 6988 904 523 1028 832 875 202 359 1251 1219 1106 343 229 399 605 2 1 1 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 246509 1678 3906 3287 1004 2
76 Poole Unitary Authority Unitary Authority 147645 72121 75524 63530 84638 11245 28006 18431 4322 1526 147645 89243 538 511 404 1035 79 717 43922 11196 1780 68689 51486 19849 5841 63530 28688 21222 11125 2264 231 131433 10761 1846 3605 147645 1718 22.801160 147645 6475.33 63530 145103 2542 147645 135698 756 214 4855 491 246 680 499 1098 96 382 698 1002 329 119 72 127 283 0 1 1 1 3 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 141523 520 3276 1916 410 2
77 Portsmouth Unitary Authority (city) Unitary Authority (city) 205056 103201 101855 85473 81389 28533 37396 15776 2948 820 205056 106999 1162 1282 235 7162 468 1050 71826 14872 2359 97795 71443 25464 7995 85473 35779 28114 16105 4894 581 187920 10794 2239 4103 205056 1610 50.742120 205056 4041.14 85473 200052 5004 205056 172313 1071 85 7713 1103 935 2381 1048 2911 539 3649 2611 2764 2958 540 279 1078 1078 1 2 1 6 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 181182 3777 12474 5467 2156 2
78 Redbridge London Borough London Borough 278970 138073 140897 99105 106339 27697 44548 20684 4762 1414 278970 102755 1840 31699 10213 64999 17377 1348 30691 18048 3196 134230 97595 33470 10479 99105 38422 34616 20000 5455 612 251679 17182 4405 5704 278970 3793 49.452770 278970 5641.14 99105 277323 1647 278970 96253 3900 140 18353 3204 1692 3251 3309 45660 31051 16011 3000 20781 12357 9064 3424 1551 5969 1 3 2 2 8 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 118646 24845 116503 11456 7520 2
79 Redcar and Cleveland Unitary Authority Unitary Authority 135177 65655 69522 59605 64747 16935 25367 13646 2832 825 135177 95111 187 64 33 598 43 362 30054 8725 2415 57285 45844 21449 8184 59605 22517 19351 13773 3681 283 119143 9004 2450 4580 135177 1096 5.519792 135177 24489.51 59605 133929 1248 135177 131928 415 85 775 298 107 273 175 91 295 94 155 234 80 34 8 37 93 1 2 2 5 10 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 133203 122 869 853 130 2
80 Richmond upon Thames London Borough London Borough 186990 91149 95841 79835 84918 19751 40079 16289 2926 790 186990 103319 1577 3051 1409 6128 1581 890 53195 15840 1406 107217 57088 16662 4617 79835 46005 22322 8994 2237 277 171188 11816 1605 2381 186990 3661 32.568030 186990 5741.52 79835 184098 2892 186990 133582 4766 95 22282 1250 731 2857 1942 5202 1163 867 1753 4622 1643 840 333 1172 1890 1 2 1 6 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 160725 2816 13607 6780 3062 2
81 Rutland Unitary Authority Unitary Authority 37369 18915 18454 15002 22542 1859 6152 5222 1328 441 37369 25481 100 75 54 131 31 149 8728 2620 283 18828 12718 4532 1008 15002 8042 4679 1936 332 13 33570 2772 356 671 37369 842 0.979489 37369 38151.51 15002 34252 3117 37369 35241 217 58 785 123 23 141 102 113 38 7 125 82 116 107 28 5 58 0 0 0 1 1 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 36301 251 365 389 63 2
82 Shropshire Administrative County Administrative County 306129 151606 154523 129674 184779 20483 54671 39927 10291 4302 306129 210268 792 378 127 989 256 1113 69725 22481 3457 142309 106909 41475 11979 129674 59558 42311 22718 4713 374 271869 22835 4046 7379 306129 4905 0.957460 306129 319730.30 129674 298183 7946 306129 292047 1410 312 6105 765 231 669 503 752 216 208 1020 893 302 164 114 179 239 2 3 2 4 11 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 299874 580 3089 2168 418 2
83 Somerset Administrative County Administrative County 529972 258396 271576 226989 318697 36092 98217 68317 17352 7011 529972 339211 1612 506 337 1470 100 3361 141071 42304 5718 241500 187101 74426 21227 226989 101303 76133 40561 8233 759 471590 39353 6716 12313 529972 8053 1.535907 529972 345054.80 226989 517124 12848 529972 501558 2257 733 14707 1200 650 1407 984 1069 203 442 1247 1912 607 291 115 175 415 2 8 2 13 25 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 519255 1013 4873 4241 590 0
84 South Gloucestershire Unitary Authority Unitary Authority 262767 130424 132343 107538 158289 14044 45398 36103 8618 3375 262767 156504 708 1681 145 2176 623 888 80607 19435 2455 129141 91675 30940 8556 107538 54100 33900 16216 3042 280 235128 19279 2976 5384 262767 2948 5.287641 262767 49694.56 107538 258207 4560 262767 241611 1223 271 6469 1516 396 1016 739 2699 698 238 1312 1493 987 980 251 366 502 1 4 1 10 16 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 249574 2218 6440 3667 868 2
85 South Yorkshire Metropolitan County Metropolitan County 1343601 661772 681829 565442 597538 166934 241096 125950 24370 7092 1343601 818974 3710 5112 938 58350 2572 4111 359491 90343 21183 597414 452212 198715 74077 565442 215540 181274 129512 36324 2792 1194696 86920 21570 40415 1343601 11640 8.659841 1343601 155153.10 565442 1321137 22464 1343601 1183179 5417 1234 27823 8294 2215 5666 4616 9136 32538 3612 9551 9374 15519 6716 3517 9412 5782 1 13 8 29 51 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1217653 25752 64211 20791 15194 1
86 Southampton Unitary Authority (city) Unitary Authority (city) 236882 119453 117429 98254 101546 28996 43938 20099 3969 1252 236882 122018 1331 2482 254 9903 3476 1329 79379 16710 2848 112653 82880 29278 9223 98254 39116 32798 19691 5871 778 216519 12681 2880 4802 236882 1886 47.481530 236882 4988.93 98254 228459 8423 236882 183980 1746 341 17461 1678 941 1796 1263 6742 3019 1401 3449 5281 3508 1132 427 1312 1405 0 1 1 6 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 203528 5067 19892 5678 2717 2
87 Southend-on-Sea Unitary Authority Unitary Authority 173658 85037 88621 74678 81304 20383 33268 16574 3406 1047 173658 96755 801 1161 2150 3309 149 908 54880 13545 2190 78341 60929 24420 7778 74678 29872 24948 14927 4381 550 155976 11412 2131 4139 173658 1852 41.588750 173658 4175.60 74678 171489 2169 173658 151136 1496 162 6229 1039 741 977 894 1810 1059 933 1084 1554 2728 524 395 297 600 1 0 1 4 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 159023 3647 6440 3651 897 2
88 Southwark London Borough London Borough 288283 142618 145665 120422 60438 70312 41622 7173 1033 282 288283 151462 3884 3668 1006 24551 653 1350 77098 24611 3596 154204 90004 29935 10544 120422 43590 42428 24121 8961 1322 267558 12531 3446 4748 288283 3087 99.910580 288283 2885.41 120422 282560 5723 288283 114534 6222 263 35330 5677 3687 3003 5411 5819 1623 3912 8074 7764 47413 17974 12124 2440 7013 1 3 1 2 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 156349 77511 27192 17778 9453 2
89 Staffordshire Administrative County Administrative County 848489 419918 428571 355263 485343 63893 146504 109218 26358 9290 848489 578352 2017 2773 299 10817 3086 2783 193662 54700 10849 384565 298517 117417 37141 355263 156703 113504 68922 14985 1149 749657 63791 12628 22413 848489 9941 3.238162 848489 262028.00 355263 832952 15537 848489 793809 3853 433 13520 4572 675 2708 1649 6452 7023 651 2726 3804 1735 2446 629 569 1235 0 9 3 15 27 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 811615 4810 20656 9604 1804 0
90 Stockton-on-Tees Unitary Authority Unitary Authority 191610 94082 97528 79159 91623 20524 32728 20487 4222 1198 191610 130723 388 675 94 4143 625 382 42910 11670 2836 88811 64282 26385 9296 79159 34306 24692 15755 4114 292 171686 11683 2933 5308 191610 1991 9.395844 191610 20393.06 79159 187959 3651 191610 178965 536 143 1655 419 316 823 439 1488 3072 132 866 1074 936 84 113 236 313 0 1 1 3 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 181299 1133 6632 1997 549 2
91 Stoke-on-Trent Unitary Authority (city) Unitary Authority (city) 249008 123995 125013 107575 107833 33225 47582 21535 4132 1101 249008 151624 760 1384 66 14993 579 923 62737 15942 4652 104510 86311 38179 15356 107575 36409 33967 27659 8902 638 221623 15214 4357 7814 249008 1545 26.646060 249008 9345.02 107575 246075 2933 249008 215222 636 183 4671 1892 559 1347 693 2329 10429 1097 1224 3363 2536 834 371 408 1214 1 3 1 8 13 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 220712 3741 18442 4491 1622 2
92 Suffolk Administrative County Administrative County 728163 359787 368376 310745 416500 55661 135039 90758 21254 8033 728163 443632 2094 2274 677 5818 626 2934 215921 54187 7547 334121 260145 99088 27262 310745 136271 104965 56586 11900 1023 650418 51507 9044 17194 728163 9780 1.916126 728163 380018.40 310745 714113 14050 728163 661458 3744 604 27389 4733 1785 2787 3167 3999 697 2253 2159 4023 2624 2509 1721 320 2191 7 12 2 18 39 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 693195 6854 13131 12472 2511 0
93 Surrey Administrative County Administrative County 1132390 554665 577725 455791 687072 59865 184249 155920 39607 16150 1132390 711110 6019 15018 3055 24378 3783 4137 280814 84076 8529 593689 380019 119554 30599 455791 243546 140441 59140 11503 1161 1023957 78920 11039 18474 1132390 21694 6.811376 1132390 166249.80 455791 1105800 26590 1132390 945673 13012 2261 62736 4920 2736 9657 6241 20232 10818 3400 9461 19587 7828 3303 1299 4101 5125 2 13 5 18 38 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1023682 12430 63498 23554 9226 1
94 Sutton London Borough London Borough 190146 92443 97703 78174 91266 18303 36110 18214 4118 1429 190146 111086 1368 8038 486 7726 325 796 46817 13504 1716 92668 67563 22127 6072 78174 35636 26211 12776 3195 356 171848 12436 2242 3620 190146 2587 43.362630 190146 4385.02 78174 188695 1451 190146 134854 3219 193 11183 2298 838 2286 1712 6454 2595 1183 2240 9563 5471 2742 907 976 1432 1 3 3 2 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 149449 9120 22035 7134 2408 2
95 Swindon Unitary Authority Unitary Authority 209156 104618 104538 88360 107747 19060 39031 24098 4722 1449 209156 120287 1209 2597 151 3538 1228 1061 64780 14305 2022 100931 73591 25056 7556 88360 40187 28500 15432 3880 361 189676 12431 2680 4369 209156 2098 9.089644 209156 23010.36 88360 207858 1298 209156 177028 1852 180 8838 1506 568 1163 989 6901 1292 936 954 3282 1718 807 336 188 618 0 2 1 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 187898 2861 13365 4226 806 2
96 Telford and Wrekin Unitary Authority Unitary Authority 166641 82549 84092 66608 84671 13748 28700 18576 4178 1406 166641 102892 398 872 78 3019 2118 692 45599 10973 2372 76439 57198 22609 8023 66608 27793 21348 13548 3673 246 148697 10313 2653 4978 166641 1813 5.740042 166641 29031.32 66608 164440 2201 166641 149096 729 166 4424 1423 278 799 483 3076 2243 162 647 863 1023 607 149 86 387 1 3 0 3 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 154415 1779 6991 2983 473 2
97 Thurrock Unitary Authority Unitary Authority 157705 77823 79882 62353 79764 12527 27384 17007 3973 1462 157705 99891 615 1178 221 3164 1224 456 41061 9895 1628 76012 54788 19389 5888 62353 24074 21335 13349 3283 312 143099 8613 2172 3821 157705 1302 9.652886 157705 16337.60 62353 157072 633 157705 127587 1108 308 6426 1056 670 683 690 2234 534 682 828 1649 9742 1336 1245 254 673 1 1 0 2 4 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 135429 12323 5927 3099 927 2
98 Torbay Unitary Authority Unitary Authority 130959 63110 67849 59010 66852 15063 26678 13235 2926 1108 130959 82924 389 128 109 521 41 702 36035 10110 2267 54614 45098 21355 7625 59010 21315 20367 13148 3627 553 114852 9137 2286 4684 130959 1265 20.828800 130959 6287.40 59010 127908 3051 130959 124162 657 37 2843 440 195 443 342 403 79 99 261 511 140 73 38 100 136 0 1 1 1 3 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 127699 251 1353 1420 236 2
99 Tower Hamlets London Borough London Borough 254096 130906 123190 101257 43589 63797 32329 4450 521 160 254096 68808 2726 4200 1283 87696 821 825 48648 39089 4129 128468 83209 27062 11228 101257 33144 36199 20987 9432 1495 234740 10931 3510 4915 254096 1497 128.532500 254096 1976.90 101257 250343 3753 254096 79231 3863 175 31550 2837 1509 2961 3053 6787 2442 81377 8109 5786 9495 5341 3793 2573 3214 0 2 2 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 114819 18629 104501 10360 5787 2
100 Tyne and Wear Metropolitan County Metropolitan County 1104825 540596 564229 484527 436319 178193 201234 86052 15094 3954 1104825 718130 3333 5015 3900 27654 3171 2685 275116 65821 19440 489994 363276 166983 65132 484527 189036 152664 107866 32597 2364 985316 68797 17733 32979 1104825 7866 20.457760 1104825 54005.18 484527 1086693 18132 1104825 1010841 3927 358 17555 2553 1972 3782 2448 9462 8403 9229 9731 8482 7521 570 577 3926 3488 2 20 8 19 49 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1032681 8668 45307 10755 7414 1
101 Waltham Forest London Borough London Borough 258249 128970 129279 96861 76217 40583 40732 12225 2582 739 258249 124939 1987 5917 1259 56541 1209 993 46462 18942 3457 121652 91954 31133 10053 96861 33217 33920 21764 7027 933 236976 12887 3426 4960 258249 2149 66.535010 258249 3881.40 96861 256615 1634 258249 92999 3959 369 37472 4568 2403 2602 4193 9134 26347 4632 2579 11697 18815 18841 7135 3776 6728 1 2 1 3 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 134799 44791 54389 13766 10504 2
102 Wandsworth London Borough London Borough 306995 148646 158349 130493 89513 59143 56409 12634 1798 509 306995 162590 2574 6496 1617 24746 832 1283 82740 24117 2814 176198 91935 27299 8749 130493 65759 39677 18174 6064 819 287010 13132 2876 3977 306995 4236 89.599830 306995 3426.29 130493 301648 5347 306995 163739 7664 163 47650 4642 2034 3887 4678 8642 9718 1493 3715 9770 14818 12297 5641 2350 4094 2 3 2 6 13 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 219216 32756 33338 15241 6444 2
103 Warrington Unitary Authority Unitary Authority 202228 100300 101928 85140 110349 16409 35587 26623 5049 1472 202228 144405 457 1118 147 2097 361 513 41293 11837 2359 100734 66223 24446 8466 85140 40205 25930 14960 3755 290 180385 13862 2837 5144 202228 2589 11.194220 202228 18065.39 85140 198828 3400 202228 187968 1357 66 4601 654 357 663 470 1803 1179 152 849 928 389 214 91 237 250 0 1 3 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 193992 694 4911 2144 487 2
104 Warwickshire Administrative County Administrative County 545474 269076 276398 231005 319093 40619 94540 72338 17087 6421 545474 351891 1733 5699 505 5820 9434 2008 131408 36976 5920 258530 189851 70472 20701 231005 109373 73346 39454 8194 638 486234 39871 6917 12452 545474 7829 2.761779 545474 197508.20 231005 537501 7973 545474 482607 5216 494 17371 3090 698 2606 1555 16435 1728 284 2349 4300 2173 1733 537 467 1831 1 6 2 13 22 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 505688 4443 25096 7949 2298 0
105 West Midlands Metropolitan County Metropolitan County 2736460 1346950 1389510 1086748 1123244 341972 451747 228970 48790 15269 2736460 1471780 9119 59768 3060 332684 116715 15181 554152 174001 43274 1212508 946206 394508 139964 1086748 382438 356868 261039 78436 7967 2443594 170134 45516 77216 2736460 24671 30.349860 2736460 90163.85 1086748 2693432 43028 2736460 1806708 39183 1618 71629 53234 6053 21964 14953 185271 200545 48727 21430 59008 55557 79632 28880 16029 26039 5 19 15 57 96 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1919138 164069 514981 96204 42068 1
106 West Sussex Administrative County Administrative County 806892 390567 416325 345614 464829 61657 150046 100934 23709 9268 806892 498367 3057 7368 1434 12668 1137 4121 216844 61896 8063 378965 286383 104836 28645 345614 160244 115557 56841 11785 1187 722497 58321 9282 16792 806892 11487 4.053729 806892 199049.30 345614 791540 15352 806892 717551 5979 1073 31896 2886 2061 4269 2939 9659 5236 2346 2960 8133 4569 1339 1238 1081 1677 2 1 5 22 30 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 756499 7146 28334 12155 2758 0
107 West Yorkshire Metropolitan County Metropolitan County 2226058 1093264 1132794 922452 976961 271399 392213 208849 38218 11773 2226058 1216266 5783 14921 7605 252370 18123 7163 557775 146052 29254 1021531 768712 303823 102738 922452 369515 298250 190547 57998 6142 2001779 140121 31342 52816 2226058 21621 10.969730 2226058 202927.30 922452 2188168 37890 2226058 1746295 14910 1660 56953 20827 4624 15098 7577 53152 189708 15632 10783 22272 24685 15581 6210 9212 10879 6 16 11 40 73 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1819818 46476 291547 48126 20091 1
108 Westminster London Borough (city) London Borough (city) 226771 115639 111132 110157 50502 69574 32969 6103 1051 460 226771 101221 3286 4323 7403 40482 514 1308 47064 21170 3547 122920 68181 22670 9453 110157 43480 38278 18840 7912 1647 210317 10371 2587 3496 226771 3249 93.015176 226771 2438.00 110157 220395 6376 226771 81577 5140 79 54333 1907 1964 3695 4118 7429 2344 6531 6180 10318 9239 4495 2931 15793 8698 3 1 3 1 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 141129 16665 32802 11684 24491 2
109 Wiltshire Administrative County Administrative County 470981 231754 239227 194194 280840 28660 80315 63879 15513 5827 470981 301651 1621 1308 384 2074 303 2417 125045 36178 4106 234318 160362 57221 14974 194194 96645 62496 28845 5720 488 423373 33064 5066 9478 470981 9360 1.446795 470981 325534.10 194194 457954 13027 470981 439725 2381 757 12108 1968 656 1667 1277 1547 215 595 1210 2611 1418 1151 659 288 748 1 6 1 12 20 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 454971 3228 6178 5568 1036 0
110 Worcestershire Administrative County Administrative County 566169 278791 287378 239717 341207 39855 96498 76841 18970 7553 566169 382240 1268 1145 355 7466 1413 2061 131861 38360 6574 263127 197450 76406 22612 239717 109688 77262 42677 9330 760 502484 42522 7445 13718 566169 7715 3.252878 566169 174051.70 239717 556357 9812 566169 522922 3480 1165 14491 3150 592 2053 1250 3634 4984 1316 1601 2206 767 1275 330 236 717 3 1 1 13 18 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 542058 2372 13741 7045 953 0
111 York Unitary Authority (city) Unitary Authority (city) 198051 96254 101797 83552 90126 21808 38999 18535 3210 1000 198051 117856 1016 983 202 2072 133 747 59646 15396 1819 98402 67709 23752 6369 83552 41409 26882 12526 2524 211 179827 12701 1934 3589 198051 2638 7.282992 198051 27193.63 83552 190392 7659 198051 178613 1103 269 6746 529 305 873 706 1531 417 370 2449 1973 903 205 86 498 475 1 2 2 2 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 186731 1194 6740 2413 973 2
In [ ]:
In [316]:
rep.sort_values(by=['Sum of all Vaccination centers'])
Out[316]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total Cluster1
55 London London Borough (city) London Borough (city) 7375 4091 3284 4385 1692 3043 1100 173 51 18 7375 3344 92 145 166 409 18 28 2522 651 56 4112 2374 643 190 4385 1973 1772 499 122 19 6799 455 51 70 7375 78 25.450340 7375 289.78 4385 7187 188 7375 4243 180 3 1373 38 37 111 103 216 16 232 263 213 98 46 49 69 85 0 0 0 0 0 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 5799 193 940 289 154 2
81 Rutland Unitary Authority Unitary Authority 37369 18915 18454 15002 22542 1859 6152 5222 1328 441 37369 25481 100 75 54 131 31 149 8728 2620 283 18828 12718 4532 1008 15002 8042 4679 1936 332 13 33570 2772 356 671 37369 842 0.979489 37369 38151.51 15002 34252 3117 37369 35241 217 58 785 123 23 141 102 113 38 7 125 82 116 107 28 5 58 0 0 0 1 1 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 36301 251 365 389 63 2
61 Middlesbrough Unitary Authority Unitary Authority 138412 67732 70680 57203 51821 21488 22963 10207 1945 600 138412 87511 370 591 45 9757 564 246 30797 8531 2542 62855 45295 19719 8001 57203 19729 18615 13717 4789 353 124252 7516 2301 4343 138412 1040 25.691470 138412 5387.47 57203 136156 2256 138412 119106 574 85 2290 541 452 904 465 1477 6811 244 904 1332 1470 92 169 950 546 0 1 0 0 1 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 122055 1731 10768 2362 1496 2
98 Torbay Unitary Authority Unitary Authority 130959 63110 67849 59010 66852 15063 26678 13235 2926 1108 130959 82924 389 128 109 521 41 702 36035 10110 2267 54614 45098 21355 7625 59010 21315 20367 13148 3627 553 114852 9137 2286 4684 130959 1265 20.828800 130959 6287.40 59010 127908 3051 130959 124162 657 37 2843 440 195 443 342 403 79 99 261 511 140 73 38 100 136 0 1 1 1 3 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 127699 251 1353 1420 236 2
76 Poole Unitary Authority Unitary Authority 147645 72121 75524 63530 84638 11245 28006 18431 4322 1526 147645 89243 538 511 404 1035 79 717 43922 11196 1780 68689 51486 19849 5841 63530 28688 21222 11125 2264 231 131433 10761 1846 3605 147645 1718 22.801160 147645 6475.33 63530 145103 2542 147645 135698 756 214 4855 491 246 680 499 1098 96 382 698 1002 329 119 72 127 283 0 1 1 1 3 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 141523 520 3276 1916 410 2
97 Thurrock Unitary Authority Unitary Authority 157705 77823 79882 62353 79764 12527 27384 17007 3973 1462 157705 99891 615 1178 221 3164 1224 456 41061 9895 1628 76012 54788 19389 5888 62353 24074 21335 13349 3283 312 143099 8613 2172 3821 157705 1302 9.652886 157705 16337.60 62353 157072 633 157705 127587 1108 308 6426 1056 670 683 690 2234 534 682 828 1649 9742 1336 1245 254 673 1 1 0 2 4 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 135429 12323 5927 3099 927 2
60 Merton London Borough London Borough 199693 98515 101178 78757 72777 25644 37557 12462 2377 717 199693 111993 1884 12203 791 16262 498 810 41231 14021 1749 103891 67098 21025 5930 78757 36641 25594 12685 3457 380 183366 10531 2408 3388 199693 2866 53.097550 199693 3760.87 78757 198217 1476 199693 96658 4417 216 28315 2579 1279 2829 2647 8106 7337 2216 2618 15866 10442 8126 2243 1413 2386 1 1 0 2 4 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 129606 20811 36143 9334 3799 2
44 Islington London Borough London Borough 206125 101405 104720 93556 38629 60485 28507 3914 490 160 206125 82879 2117 2108 1915 19521 569 967 61911 34138 3473 106386 63382 23113 9771 93556 34289 31880 18351 7762 1274 189814 10044 2505 3762 206125 1931 138.716000 206125 1485.95 93556 200134 5991 206125 98322 8140 163 33890 4236 1912 2964 4227 3534 951 4662 4457 5430 12622 7943 5729 1893 5050 1 1 1 1 4 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 140515 26294 19034 13339 6943 2
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913 2
43 Isle of Wight Unitary Authority Unitary Authority 138265 67424 70841 61085 72788 13761 28314 14356 3468 1186 138265 83671 459 312 124 524 45 905 40950 11275 2032 56420 50514 22378 6921 61085 23935 21358 12460 2992 340 121845 10208 2108 4104 138265 1519 3.637012 138265 38016.10 61085 133713 4552 138265 131099 747 94 2605 507 123 738 341 435 80 131 219 649 141 115 47 52 142 1 0 0 4 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 134545 303 1514 1709 194 2
38 Havering London Borough London Borough 237232 114209 123023 97199 117634 22364 42968 23831 5910 2126 237232 155597 760 2963 1159 4829 1928 648 53549 15799 2767 109131 84378 31492 9464 97199 38567 33711 20248 4272 401 212018 16094 3285 5835 237232 2383 21.112910 237232 11236.35 97199 235671 1561 237232 197615 2989 160 7185 1970 712 1154 1097 5017 1492 975 1459 2602 7581 2885 1015 311 1013 1 1 1 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 207949 11481 11545 4933 1324 2
37 Hartlepool Unitary Authority Unitary Authority 92028 44751 47277 40434 38269 14268 16573 7662 1535 396 92028 64349 152 168 9 689 97 178 20507 5879 1699 39816 30117 14607 5789 40434 14351 12821 9970 3104 188 82104 5325 1555 3044 92028 780 9.804701 92028 9386.11 40434 91091 937 92028 88924 193 40 742 180 54 173 143 266 291 214 229 304 129 36 5 57 48 0 1 0 4 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 89899 170 1304 550 105 2
47 Kingston upon Hull Unitary Authority (city) Unitary Authority (city) 256406 128420 127986 112596 90240 45748 47612 16002 2588 646 256406 140753 771 439 172 5447 289 794 89336 18405 4130 110555 89572 38102 14047 112596 37719 37207 27899 9024 747 232770 12602 3622 7412 256406 1488 35.886470 256406 7144.92 112596 252748 3658 256406 229920 550 284 10567 871 821 945 817 1086 882 755 2124 1624 2472 236 288 1134 1030 1 2 0 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 241321 2996 6471 3454 2164 2
95 Swindon Unitary Authority Unitary Authority 209156 104618 104538 88360 107747 19060 39031 24098 4722 1449 209156 120287 1209 2597 151 3538 1228 1061 64780 14305 2022 100931 73591 25056 7556 88360 40187 28500 15432 3880 361 189676 12431 2680 4369 209156 2098 9.089644 209156 23010.36 88360 207858 1298 209156 177028 1852 180 8838 1506 568 1163 989 6901 1292 936 954 3282 1718 807 336 188 618 0 2 1 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 187898 2861 13365 4226 806 2
90 Stockton-on-Tees Unitary Authority Unitary Authority 191610 94082 97528 79159 91623 20524 32728 20487 4222 1198 191610 130723 388 675 94 4143 625 382 42910 11670 2836 88811 64282 26385 9296 79159 34306 24692 15755 4114 292 171686 11683 2933 5308 191610 1991 9.395844 191610 20393.06 79159 187959 3651 191610 178965 536 143 1655 419 316 823 439 1488 3072 132 866 1074 936 84 113 236 313 0 1 1 3 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 181299 1133 6632 1997 549 2
18 Darlington Unitary Authority Unitary Authority 105564 51483 54081 46670 49794 13052 20682 10450 1962 524 105564 71122 307 317 45 971 361 310 25415 6716 1440 47046 37199 15116 4763 46670 20184 14922 8954 2407 203 94516 6863 1427 2758 105564 1218 5.345686 105564 19747.51 46670 104111 1453 105564 98898 328 350 2019 463 97 350 236 726 145 523 349 462 206 105 46 112 149 1 1 2 1 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 101595 357 2205 1146 261 2
8 Brighton and Hove Unitary Authority Unitary Authority 273369 136108 137261 121540 104397 46415 51727 19078 3294 1026 273369 117276 2742 1792 2670 6095 342 2409 115954 24089 3277 134673 91970 32298 11151 121540 52226 39931 21628 6704 1051 249402 16401 2850 4716 273369 2749 33.068660 273369 8266.71 121540 266059 7310 273369 220018 3772 198 19524 2182 2019 3351 2856 2996 649 1367 2999 3267 2893 879 416 2184 1799 1 1 2 1 5 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 243512 4188 11278 10408 3983 2
45 Kensington and Chelsea London Borough (royal) London Borough (royal) 158649 78194 80455 78536 44536 43982 26866 6204 1046 438 158649 86005 2447 1386 3320 15812 263 778 32669 15969 1875 91764 45189 14464 5357 78536 34278 27161 11908 4366 823 147671 7472 1552 1954 158649 3093 130.796000 158649 1212.95 78536 155939 2710 158649 62271 3715 119 45912 1695 1148 3021 3122 2577 911 836 3968 7569 5536 3257 1540 6455 4997 1 0 3 2 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 112017 10333 15861 8986 11452 2
75 Plymouth Unitary Authority (city) Unitary Authority (city) 256384 126684 129700 109307 115466 30438 49904 23251 4425 1289 256384 148917 881 567 168 2078 89 1198 84295 18191 3684 117976 85956 35756 13012 109307 43157 36415 22169 6754 812 229137 15624 4057 7566 256384 1978 32.114800 256384 7983.36 109307 251100 5284 256384 238263 1105 153 6988 904 523 1028 832 875 202 359 1251 1219 1106 343 229 399 605 2 1 1 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 246509 1678 3906 3287 1004 2
48 Kingston upon Thames London Borough (royal) London Borough (royal) 160060 78103 81957 63639 70421 15997 30084 13740 2861 957 160060 84684 1771 7502 775 9474 1236 802 41183 12633 1267 84332 53598 16425 4438 63639 32175 20186 8892 2140 246 146772 9331 1611 2346 160060 2639 42.972700 160060 3724.69 63639 156358 3702 160060 101015 2718 95 15391 1238 700 2500 1831 6325 3009 892 2883 13043 2616 1027 378 2439 1960 1 3 1 1 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 119219 4021 26152 6269 4399 2
87 Southend-on-Sea Unitary Authority Unitary Authority 173658 85037 88621 74678 81304 20383 33268 16574 3406 1047 173658 96755 801 1161 2150 3309 149 908 54880 13545 2190 78341 60929 24420 7778 74678 29872 24948 14927 4381 550 155976 11412 2131 4139 173658 1852 41.588750 173658 4175.60 74678 171489 2169 173658 151136 1496 162 6229 1039 741 977 894 1810 1059 933 1084 1554 2728 524 395 297 600 1 0 1 4 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 159023 3647 6440 3651 897 2
5 Blackburn with Darwen Unitary Authority Unitary Authority 147489 73547 73942 57353 58447 17502 25110 11819 2256 666 147489 77599 306 574 54 39817 161 295 20374 8309 2335 66991 49010 20725 8428 57353 20599 18421 13105 4779 449 131733 8769 2691 4296 147489 1467 10.764690 147489 13701.18 57353 145827 1662 147489 98144 794 161 2910 315 162 989 357 19791 17801 1525 721 1656 614 202 117 585 645 1 2 1 2 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 102009 933 41494 1823 1230 2
99 Tower Hamlets London Borough London Borough 254096 130906 123190 101257 43589 63797 32329 4450 521 160 254096 68808 2726 4200 1283 87696 821 825 48648 39089 4129 128468 83209 27062 11228 101257 33144 36199 20987 9432 1495 234740 10931 3510 4915 254096 1497 128.532500 254096 1976.90 101257 250343 3753 254096 79231 3863 175 31550 2837 1509 2961 3053 6787 2442 81377 8109 5786 9495 5341 3793 2573 3214 0 2 2 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 114819 18629 104501 10360 5787 2
103 Warrington Unitary Authority Unitary Authority 202228 100300 101928 85140 110349 16409 35587 26623 5049 1472 202228 144405 457 1118 147 2097 361 513 41293 11837 2359 100734 66223 24446 8466 85140 40205 25930 14960 3755 290 180385 13862 2837 5144 202228 2589 11.194220 202228 18065.39 85140 198828 3400 202228 187968 1357 66 4601 654 357 663 470 1803 1179 152 849 928 389 214 91 237 250 0 1 3 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 193992 694 4911 2144 487 2
20 Derby Unitary Authority (city) Unitary Authority (city) 248752 123046 125706 102271 108124 29593 44344 22930 4220 1184 248752 131129 822 2198 110 19006 8891 985 68668 16943 3249 111837 87060 35193 11413 102271 41618 33029 20996 6054 574 223168 15682 3586 6316 248752 2431 31.878570 248752 7803.11 102271 244625 4127 248752 187386 2319 295 9751 3916 533 1772 1011 10907 14620 658 1292 3618 3156 3405 759 861 2493 1 3 1 1 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 199751 7320 31095 7232 3354 2
7 Brent London Borough London Borough 311215 156468 154747 110286 87802 47419 43598 14884 3429 956 311215 129080 4300 55449 4357 58036 1709 3768 33054 21462 4281 149695 108169 36731 12339 110286 34085 40538 25540 8741 1382 284605 15813 4938 5859 311215 3321 71.981860 311215 4323.52 110286 308895 2320 311215 55887 12320 320 44353 4291 2820 3642 5022 58017 14381 1749 3250 28589 24391 23723 10518 11430 6512 1 1 0 5 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 112880 58632 105986 15775 17942 2
39 Herefordshire Unitary Authority (county) Unitary Authority (county) 183477 90302 93175 78319 111829 12826 32556 23805 6395 2737 183477 124403 562 228 131 364 80 893 41766 15050 2151 83874 64494 25517 7441 78319 34469 26487 13969 3131 263 162801 13998 2362 4316 183477 3080 0.841741 183477 217973.20 78319 180595 2882 183477 171922 709 363 7175 407 146 415 302 490 80 32 277 560 160 103 68 105 163 1 0 1 5 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 180169 331 1439 1270 268 2
58 Medway Unitary Authority Unitary Authority 263925 130825 133100 106209 133257 23231 45163 28790 6609 2416 263925 152637 937 2756 208 5169 3846 1392 78995 17985 2889 120662 95679 34307 10388 106209 44119 35652 20314 5550 574 238892 15001 3348 6684 263925 2492 13.743720 263925 19203.31 106209 259988 3937 263925 225654 1946 510 8469 1730 735 1546 1165 7132 1516 1304 1065 2598 4742 1428 493 517 1375 1 1 1 4 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 236579 6663 13615 5176 1892 2
31 Hackney London Borough London Borough 246270 122029 124241 101690 41800 65721 31157 4129 525 158 246270 95131 3075 1577 15477 34727 1872 1311 69454 23646 4109 128442 75699 26837 11183 101690 31994 36314 22514 9308 1560 228322 10734 3094 4120 246270 2221 129.184000 246270 1906.35 101690 244433 1837 246270 89030 5216 474 39897 4989 2866 3020 4994 7599 1905 6180 3436 6747 27976 19168 9714 1721 11338 0 6 1 0 7 2 1.758621 7.000000 #2095DF (186720.25, 260508.0] 134617 56858 25867 15869 13059 2
111 York Unitary Authority (city) Unitary Authority (city) 198051 96254 101797 83552 90126 21808 38999 18535 3210 1000 198051 117856 1016 983 202 2072 133 747 59646 15396 1819 98402 67709 23752 6369 83552 41409 26882 12526 2524 211 179827 12701 1934 3589 198051 2638 7.282992 198051 27193.63 83552 190392 7659 198051 178613 1103 269 6746 529 305 873 706 1531 417 370 2449 1973 903 205 86 498 475 1 2 2 2 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 186731 1194 6740 2413 973 2
72 Nottingham Unitary Authority (city) Unitary Authority (city) 305680 153777 151903 126131 96284 55093 50614 16785 2830 809 305680 135216 2051 4498 1069 26919 4312 1483 106954 23178 4666 141038 103332 41581 15063 126131 43326 42708 29144 9942 1011 278726 15211 4314 7429 305680 2556 40.969500 305680 7461.16 126131 289738 15942 305680 199990 2819 326 15563 12166 2004 3304 2791 9901 16771 1049 5988 6330 9877 9382 2926 2372 2121 0 2 2 3 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 218698 22185 40039 20265 4493 2
67 North Somerset Unitary Authority Unitary Authority 202566 98463 104103 88227 121381 15151 36867 27620 6248 2341 202566 123545 554 340 157 869 95 939 60867 15200 2382 93803 70435 27670 8276 88227 41762 28397 14492 3212 364 180253 15172 2577 4564 202566 2727 5.419304 202566 37378.60 88227 199225 3341 202566 190553 1113 176 5234 681 256 698 398 817 111 299 619 590 383 188 61 127 262 0 2 1 4 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 197076 632 2436 2033 389 2
88 Southwark London Borough London Borough 288283 142618 145665 120422 60438 70312 41622 7173 1033 282 288283 151462 3884 3668 1006 24551 653 1350 77098 24611 3596 154204 90004 29935 10544 120422 43590 42428 24121 8961 1322 267558 12531 3446 4748 288283 3087 99.910580 288283 2885.41 120422 282560 5723 288283 114534 6222 263 35330 5677 3687 3003 5411 5819 1623 3912 8074 7764 47413 17974 12124 2440 7013 1 3 1 2 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 156349 77511 27192 17778 9453 2
96 Telford and Wrekin Unitary Authority Unitary Authority 166641 82549 84092 66608 84671 13748 28700 18576 4178 1406 166641 102892 398 872 78 3019 2118 692 45599 10973 2372 76439 57198 22609 8023 66608 27793 21348 13548 3673 246 148697 10313 2653 4978 166641 1813 5.740042 166641 29031.32 66608 164440 2201 166641 149096 729 166 4424 1423 278 799 483 3076 2243 162 647 863 1023 607 149 86 387 1 3 0 3 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 154415 1779 6991 2983 473 2
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742 2
101 Waltham Forest London Borough London Borough 258249 128970 129279 96861 76217 40583 40732 12225 2582 739 258249 124939 1987 5917 1259 56541 1209 993 46462 18942 3457 121652 91954 31133 10053 96861 33217 33920 21764 7027 933 236976 12887 3426 4960 258249 2149 66.535010 258249 3881.40 96861 256615 1634 258249 92999 3959 369 37472 4568 2403 2602 4193 9134 26347 4632 2579 11697 18815 18841 7135 3776 6728 1 2 1 3 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 134799 44791 54389 13766 10504 2
63 Newham London Borough London Borough 307984 160336 147648 101519 61092 52849 38531 8405 1386 348 307984 123119 2446 26962 342 98456 6421 1090 29373 19775 4564 149269 106549 34839 12763 101519 25356 38692 26412 9748 1311 283380 13094 5191 6319 307984 2461 85.023030 307984 3622.36 101519 306009 1975 307984 51516 2172 462 35066 3957 3319 2677 3992 42484 30307 37262 3930 19912 37811 15050 7395 3523 7149 2 2 1 2 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 89216 60256 133895 13945 10672 2
66 North Lincolnshire Unitary Authority Unitary Authority 167446 82623 84823 70684 89482 14617 30714 19450 4454 1449 167446 110554 381 445 48 3024 538 417 40176 11863 2069 73234 59883 24667 7593 70684 29434 23407 14508 3116 219 149289 11092 2381 4684 167446 1777 1.978535 167446 84631.29 70684 165871 1575 167446 154526 727 90 5405 341 166 451 286 1122 862 1443 530 592 365 64 65 173 238 1 2 1 4 8 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 160748 494 4549 1244 411 2
78 Redbridge London Borough London Borough 278970 138073 140897 99105 106339 27697 44548 20684 4762 1414 278970 102755 1840 31699 10213 64999 17377 1348 30691 18048 3196 134230 97595 33470 10479 99105 38422 34616 20000 5455 612 251679 17182 4405 5704 278970 3793 49.452770 278970 5641.14 99105 277323 1647 278970 96253 3900 140 18353 3204 1692 3251 3309 45660 31051 16011 3000 20781 12357 9064 3424 1551 5969 1 3 2 2 8 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 118646 24845 116503 11456 7520 2
86 Southampton Unitary Authority (city) Unitary Authority (city) 236882 119453 117429 98254 101546 28996 43938 20099 3969 1252 236882 122018 1331 2482 254 9903 3476 1329 79379 16710 2848 112653 82880 29278 9223 98254 39116 32798 19691 5871 778 216519 12681 2880 4802 236882 1886 47.481530 236882 4988.93 98254 228459 8423 236882 183980 1746 341 17461 1678 941 1796 1263 6742 3019 1401 3449 5281 3508 1132 427 1312 1405 0 1 1 6 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 203528 5067 19892 5678 2717 2
108 Westminster London Borough (city) London Borough (city) 226771 115639 111132 110157 50502 69574 32969 6103 1051 460 226771 101221 3286 4323 7403 40482 514 1308 47064 21170 3547 122920 68181 22670 9453 110157 43480 38278 18840 7912 1647 210317 10371 2587 3496 226771 3249 93.015176 226771 2438.00 110157 220395 6376 226771 81577 5140 79 54333 1907 1964 3695 4118 7429 2344 6531 6180 10318 9239 4495 2931 15793 8698 3 1 3 1 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 141129 16665 32802 11684 24491 2
42 Hounslow London Borough London Borough 253957 127397 126560 94902 94042 29985 42744 16986 3942 1245 253957 106660 3617 26261 651 35666 22749 1540 40351 16462 2814 124442 89064 28552 9085 94902 35413 33763 19203 5774 749 231647 13897 3623 4790 253957 2897 45.360640 253957 5598.62 94902 251961 1996 253957 96264 4775 183 29283 2273 1730 3390 2956 48161 13676 2189 2405 20826 10787 3381 2645 3638 5395 1 3 0 4 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 130505 16813 87257 10349 9033 2
6 Bournemouth Unitary Authority Unitary Authority 183491 91386 92105 82374 92927 21333 36807 18763 3961 1510 183491 104828 1215 1292 1343 3264 156 1216 55911 14266 2401 84955 63260 24866 8009 82374 33804 27788 15624 4371 787 166166 11280 2260 3785 183491 1785 39.734900 183491 4617.88 82374 179138 4353 183491 153752 1355 218 13472 1043 601 1396 1151 1940 213 408 1840 2665 1208 380 176 693 980 1 1 0 6 8 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 168797 1764 7066 4191 1673 2
30 Greenwich London Borough London Borough 254557 126224 128333 101045 78185 42455 43058 12523 2321 688 254557 134632 4223 9087 492 17349 3490 1013 65034 19237 3235 127641 83875 29386 10420 101045 37600 34480 20809 7239 917 232543 13085 3519 5410 254557 2542 53.767760 254557 4734.38 101045 249991 4566 254557 133130 4291 430 21151 4011 2699 2361 3203 7836 2594 1645 5061 12758 35164 8051 5440 1069 3663 0 4 1 3 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 159002 48655 29894 12274 4732 2
36 Harrow London Borough London Borough 239056 118023 121033 84268 100326 19811 37013 20993 5012 1439 239056 89181 2700 60407 10538 29881 2752 5945 22871 14781 2638 113731 86069 28329 8289 84268 35196 28917 15813 3892 450 214436 15889 3947 4784 239056 4251 47.366810 239056 5046.91 84268 236970 2086 239056 73826 7336 181 19648 2344 1053 3417 2685 63051 7797 1378 2629 26953 8526 6812 4370 3708 3342 1 3 2 2 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 100991 19708 101808 9499 7050 2
56 Luton Unitary Authority Unitary Authority 203201 101954 101247 74293 80830 20389 32923 16499 3440 1042 203201 96271 652 6749 326 49991 2347 898 33594 12373 2446 94607 73300 25277 7571 74293 26640 26416 16185 4538 514 184945 10975 2836 4445 203201 2232 46.870940 203201 4335.33 74293 201549 1652 203201 90530 6126 198 14225 3831 915 1805 1730 10625 29353 13606 1497 5871 9169 8177 2563 1646 1334 1 3 1 4 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 111079 19909 60952 8281 2980 2
94 Sutton London Borough London Borough 190146 92443 97703 78174 91266 18303 36110 18214 4118 1429 190146 111086 1368 8038 486 7726 325 796 46817 13504 1716 92668 67563 22127 6072 78174 35636 26211 12776 3195 356 171848 12436 2242 3620 190146 2587 43.362630 190146 4385.02 78174 188695 1451 190146 134854 3219 193 11183 2298 838 2286 1712 6454 2595 1183 2240 9563 5471 2742 907 976 1432 1 3 3 2 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 149449 9120 22035 7134 2408 2
65 North East Lincolnshire Unitary Authority Unitary Authority 159616 78247 81369 69707 70625 21481 30338 14469 2638 781 159616 96836 347 386 64 1332 158 533 48476 11484 2153 70242 55935 23779 7507 69707 26569 23201 15505 4132 300 143623 9114 2117 4762 159616 1387 8.320054 159616 19184.49 69707 157786 1830 159616 152240 414 26 2741 381 161 369 275 513 195 268 605 548 306 71 34 265 204 0 5 0 4 9 2 1.758621 7.000000 #2095DF (7374.999, 186720.25] 155421 411 2129 1186 469 2
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773 2
32 Halton Unitary Authority Unitary Authority 125746 61368 64378 53312 59007 14380 22923 12893 2418 698 125746 94314 216 194 44 267 55 303 23543 6810 2133 58684 39693 17504 7732 53312 20060 16642 12238 4105 267 110728 8009 2440 4569 125746 1001 15.898060 125746 7909.52 53312 124874 872 125746 121210 654 41 1136 465 253 330 308 282 44 60 308 249 95 134 31 54 92 0 0 3 6 9 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 123041 260 943 1356 146 2
41 Hillingdon London Borough London Borough 273936 135811 138125 100214 122486 22716 43942 25193 6125 2238 273936 134813 2386 22033 1753 29065 18230 1669 46492 17495 2766 133627 96647 31492 9404 100214 40143 34824 19622 5029 596 248031 16563 3816 5526 273936 3371 23.676670 273936 11569.87 100214 267227 6709 273936 142916 5949 344 16822 2719 1409 3602 2749 36795 9200 2639 2889 17730 11275 4615 4192 2925 5166 2 6 0 1 9 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 166031 20082 69253 10479 8091 2
62 Milton Keynes Unitary Authority Unitary Authority 248821 123116 125705 98584 128029 18656 42633 29364 6009 1922 248821 131352 1246 6918 427 11913 1372 1216 77939 16438 2333 124826 86778 26929 7955 98584 46086 31678 16220 4169 431 227024 14018 2991 4788 248821 3395 8.062236 248821 30862.53 98584 246715 2106 248821 183934 2498 72 12590 2243 1597 2228 2167 8106 3851 1989 2722 6114 13058 2524 1549 565 1014 1 1 1 7 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 199094 17131 22782 8235 1579 2
74 Peterborough Unitary Authority Unitary Authority 183631 90859 92772 74023 83910 18412 33372 17712 3452 1075 183631 104202 463 2320 144 17251 1184 591 45183 12293 2076 81275 68493 24362 7425 74023 29667 24589 15215 4115 437 165941 10732 2616 4342 183631 2040 5.347777 183631 34337.82 74023 181827 1804 183631 130232 1257 560 19495 1542 827 1384 1195 4636 12078 229 872 3677 2480 1174 510 428 1055 2 2 1 5 10 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 151544 4164 21492 4948 1483 2
77 Portsmouth Unitary Authority (city) Unitary Authority (city) 205056 103201 101855 85473 81389 28533 37396 15776 2948 820 205056 106999 1162 1282 235 7162 468 1050 71826 14872 2359 97795 71443 25464 7995 85473 35779 28114 16105 4894 581 187920 10794 2239 4103 205056 1610 50.742120 205056 4041.14 85473 200052 5004 205056 172313 1071 85 7713 1103 935 2381 1048 2911 539 3649 2611 2764 2958 540 279 1078 1078 1 2 1 6 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 181182 3777 12474 5467 2156 2
80 Richmond upon Thames London Borough London Borough 186990 91149 95841 79835 84918 19751 40079 16289 2926 790 186990 103319 1577 3051 1409 6128 1581 890 53195 15840 1406 107217 57088 16662 4617 79835 46005 22322 8994 2237 277 171188 11816 1605 2381 186990 3661 32.568030 186990 5741.52 79835 184098 2892 186990 133582 4766 95 22282 1250 731 2857 1942 5202 1163 867 1753 4622 1643 840 333 1172 1890 1 2 1 6 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 160725 2816 13607 6780 3062 2
79 Redcar and Cleveland Unitary Authority Unitary Authority 135177 65655 69522 59605 64747 16935 25367 13646 2832 825 135177 95111 187 64 33 598 43 362 30054 8725 2415 57285 45844 21449 8184 59605 22517 19351 13773 3681 283 119143 9004 2450 4580 135177 1096 5.519792 135177 24489.51 59605 133929 1248 135177 131928 415 85 775 298 107 273 175 91 295 94 155 234 80 34 8 37 93 1 2 2 5 10 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 133203 122 869 853 130 2
82 Shropshire Administrative County Administrative County 306129 151606 154523 129674 184779 20483 54671 39927 10291 4302 306129 210268 792 378 127 989 256 1113 69725 22481 3457 142309 106909 41475 11979 129674 59558 42311 22718 4713 374 271869 22835 4046 7379 306129 4905 0.957460 306129 319730.30 129674 298183 7946 306129 292047 1410 312 6105 765 231 669 503 752 216 208 1020 893 302 164 114 179 239 2 3 2 4 11 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 299874 580 3089 2168 418 2
33 Hammersmith and Fulham London Borough London Borough 182493 88914 93579 80590 43843 44524 29496 5661 730 179 182493 98808 2060 2097 1161 18242 442 857 43487 15339 2364 103036 53374 17188 6531 80590 33427 27335 13749 5240 839 170159 7936 1867 2531 182493 2327 111.249100 182493 1640.40 80590 180652 1841 182493 81989 6321 217 35695 2769 1495 2649 3131 3451 1612 1056 3140 7376 10552 7111 3842 5228 4859 1 2 3 5 11 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 124222 21505 16635 10044 10087 2
10 Bromley London Borough London Borough 309392 148588 160804 130862 153908 30723 59613 30909 7072 2545 309392 187656 1580 4987 957 7841 736 1138 80303 24194 2818 154998 105574 36098 9904 130862 63450 41818 20141 4931 522 278380 21274 3439 6299 309392 4757 20.604910 309392 15015.45 130862 307023 2369 309392 239478 4463 580 16349 3897 1335 3016 2649 6215 1014 1265 2768 4805 9819 6609 2258 870 2002 1 3 2 5 11 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 260870 18686 16067 10897 2872 2
16 Croydon London Borough London Borough 363378 176224 187154 145010 140049 48523 63183 25836 5571 1897 363378 205022 2381 21739 709 29513 1450 2153 72654 27757 3953 174584 128634 43473 12734 145010 59399 50369 26731 7457 1054 329695 22063 4750 6870 363378 4823 41.999840 363378 8651.89 145010 360230 3148 363378 171740 5369 234 22852 9650 3279 5140 5826 24660 10865 2570 3925 17607 28981 31320 12955 1701 4704 2 4 1 5 12 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 200195 73256 59627 23895 6405 2
9 Bristol Unitary Authority (city) Unitary Authority (city) 428234 213071 215163 182747 190530 52814 82483 37858 7172 2420 428234 200254 2549 2712 777 22016 2133 2793 160218 34782 5425 209024 143283 52446 18056 182747 77443 58827 34808 10430 1239 388096 25709 5253 9176 428234 3927 39.069740 428234 10960.76 182747 418814 9420 428234 333432 3851 359 21950 7389 1533 3402 3114 6547 6863 2104 3886 4255 12085 6727 6922 1272 2543 1 4 1 6 12 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 359592 25734 23655 15438 3815 0
35 Haringey London Borough London Borough 254926 126224 128702 101955 61515 52851 38911 8507 1333 353 254926 114659 2829 4539 7643 36130 808 1303 64202 22813 3780 126485 85567 28444 10650 101955 36356 34280 21949 7968 1402 236039 11812 2904 4171 254926 2774 86.157120 254926 2958.85 101955 253236 1690 254926 88424 6997 370 58552 4856 2609 3738 5345 5945 1920 4417 3744 8124 23037 18087 6706 2229 9826 1 6 2 3 12 2 1.758621 7.000000 #2095DF (186720.25, 260508.0] 154343 47830 24150 16548 12055 2
102 Wandsworth London Borough London Borough 306995 148646 158349 130493 89513 59143 56409 12634 1798 509 306995 162590 2574 6496 1617 24746 832 1283 82740 24117 2814 176198 91935 27299 8749 130493 65759 39677 18174 6064 819 287010 13132 2876 3977 306995 4236 89.599830 306995 3426.29 130493 301648 5347 306995 163739 7664 163 47650 4642 2034 3887 4678 8642 9718 1493 3715 9770 14818 12297 5641 2350 4094 2 3 2 6 13 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 219216 32756 33338 15241 6444 2
91 Stoke-on-Trent Unitary Authority (city) Unitary Authority (city) 249008 123995 125013 107575 107833 33225 47582 21535 4132 1101 249008 151624 760 1384 66 14993 579 923 62737 15942 4652 104510 86311 38179 15356 107575 36409 33967 27659 8902 638 221623 15214 4357 7814 249008 1545 26.646060 249008 9345.02 107575 246075 2933 249008 215222 636 183 4671 1892 559 1347 693 2329 10429 1097 1224 3363 2536 834 371 408 1214 1 3 1 8 13 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 220712 3741 18442 4491 1622 2
13 Camden London Borough London Borough 220338 107885 112453 97534 46601 59595 30991 5757 912 279 220338 74821 2789 3141 9823 26643 465 1267 56113 45276 3175 117692 67334 22963 9174 97534 36975 34569 17469 7085 1436 203032 11551 2437 3318 220338 2530 101.091000 220338 2179.60 97534 212443 7895 220338 96937 7053 167 41898 2494 1800 3880 4148 6083 1489 12503 6493 8878 10802 3496 3762 3432 5023 1 1 6 6 14 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 146055 18060 35446 12322 8455 2
52 Leicester Unitary Authority (city) Unitary Authority (city) 329839 162884 166955 123125 110395 45375 51864 20787 3975 1124 329839 106872 1224 50087 295 61440 14457 1839 75280 18345 4930 148108 117551 44278 14972 123125 40214 41982 29765 9915 1249 298874 17503 5533 7929 329839 3332 44.989410 329839 7331.48 123125 321527 8312 329839 148629 2524 417 15066 4691 1161 3388 2340 93335 8067 3642 4245 13181 12480 4790 3315 3311 5257 1 3 1 9 14 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 166636 20585 122470 11580 8568 2
53 Lewisham London Borough London Borough 275885 134957 140928 116091 76507 55893 46991 10829 1875 503 275885 145588 3664 6562 643 17759 531 1478 75155 24505 3563 135428 93850 32289 10755 116091 44523 39640 22963 7871 1094 253364 13931 3502 5088 275885 2897 78.498180 275885 3514.54 116091 273342 2543 275885 114446 5206 208 27826 8539 3559 3045 5329 4600 1596 1388 6164 11786 32025 30854 12063 1456 5795 0 8 0 6 14 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 147686 74942 25534 20472 7251 2
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113 2
24 Ealing London Borough London Borough 338449 169175 169274 124082 112845 43847 54846 20017 4093 1279 338449 148055 4228 28915 1131 53198 26778 1987 50848 23309 4114 166385 116712 38421 12817 124082 46377 42757 25522 8212 1214 309676 17668 5033 6072 338449 4037 60.954350 338449 5552.50 124082 334725 3724 338449 103035 10428 300 52055 3939 1989 4653 4485 48240 14711 1786 4132 31570 17299 13192 6369 9804 10462 1 9 2 3 15 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 165818 36860 100439 15066 20266 2
84 South Gloucestershire Unitary Authority Unitary Authority 262767 130424 132343 107538 158289 14044 45398 36103 8618 3375 262767 156504 708 1681 145 2176 623 888 80607 19435 2455 129141 91675 30940 8556 107538 54100 33900 16216 3042 280 235128 19279 2976 5384 262767 2948 5.287641 262767 49694.56 107538 258207 4560 262767 241611 1223 271 6469 1516 396 1016 739 2699 698 238 1312 1493 987 980 251 366 502 1 4 1 10 16 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 249574 2218 6440 3667 868 2
110 Worcestershire Administrative County Administrative County 566169 278791 287378 239717 341207 39855 96498 76841 18970 7553 566169 382240 1268 1145 355 7466 1413 2061 131861 38360 6574 263127 197450 76406 22612 239717 109688 77262 42677 9330 760 502484 42522 7445 13718 566169 7715 3.252878 566169 174051.70 239717 556357 9812 566169 522922 3480 1165 14491 3150 592 2053 1250 3634 4984 1316 1601 2206 767 1275 330 236 717 3 1 1 13 18 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 542058 2372 13741 7045 953 0
26 East Sussex Administrative County Administrative County 526671 253764 272907 231905 292118 50674 100340 60173 14750 5968 526671 315659 2190 1501 1074 4201 178 3508 155723 42637 6886 230697 187695 77795 23598 231905 98156 78965 43629 10054 1101 467262 39537 6745 13127 526671 7111 3.082554 526671 170855.40 231905 515598 11073 526671 482769 3966 815 17872 1947 1023 2584 1919 2253 317 1042 1931 3600 1800 771 341 638 1083 1 4 4 9 18 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 505422 2912 9143 7473 1721 0
49 Lambeth London Borough London Borough 303086 150921 152165 130017 66791 75214 45077 8147 1219 360 303086 160944 2963 3119 1134 21500 440 1682 84803 26501 3557 160326 97286 31188 10729 130017 51814 44100 24158 8654 1291 282609 13035 3172 4270 303086 3186 113.001600 303086 2682.14 130017 300101 2985 303086 118250 7456 195 47124 8302 4301 3574 6983 4983 3072 2221 4573 6089 35187 28886 14469 1728 5693 1 9 3 5 18 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 173025 78542 20938 23160 7421 2
25 East Riding of Yorkshire Unitary Authority Unitary Authority 334179 163388 170791 143032 190419 25200 62802 42328 9463 3239 334179 227343 702 607 337 1309 174 863 78296 24548 4133 151003 116859 48307 13877 143032 66055 46722 25187 4665 403 296811 24355 4418 8595 334179 4469 1.387973 334179 240767.70 143032 326951 7228 334179 321309 908 227 5345 683 367 785 466 1081 396 69 660 755 355 175 68 289 241 0 5 3 10 18 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 327789 598 2961 2301 530 2
29 Gloucestershire Administrative County Administrative County 596984 292586 304398 254615 353020 43480 106491 78426 18960 7258 596984 379144 1772 2222 539 5741 449 2940 159496 44681 5780 283942 210173 76317 20772 254615 122736 81780 40770 8529 800 534340 43596 6830 12218 596984 9279 2.250011 596984 265324.90 254615 586018 10966 596984 546599 3759 731 18558 3627 923 2353 1758 5729 942 960 1911 2891 2090 2313 747 364 729 0 6 3 10 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 569647 5150 12433 8661 1093 0
51 Leicestershire Administrative County Administrative County 650489 321416 329073 267434 380884 40821 110471 88377 20566 7199 650489 392363 1546 18508 528 9096 7978 2381 176123 41966 6053 308763 230844 82862 21967 267434 130582 84605 43817 7884 546 579761 48671 8017 14040 650489 9344 3.123029 650489 208287.90 267434 636274 14215 650489 578432 3528 411 12396 3024 714 3262 1551 28598 2099 2313 3502 4265 1990 1379 418 866 1741 0 8 3 8 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 594767 3787 40777 8551 2607 0
22 Dorset Administrative County Administrative County 412905 201271 211634 180213 253649 28021 78377 54354 14024 5437 412905 269737 1280 550 519 1318 88 2230 104221 32962 4467 184353 148166 59671 16248 180213 80487 62366 31001 5823 536 363583 33362 5456 10504 412905 6281 1.624573 412905 254162.20 180213 403366 9539 412905 394350 1975 555 7437 952 431 1212 805 737 151 525 943 1477 518 295 111 116 315 0 7 2 10 19 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 404317 924 3833 3400 431 0
71 Nottinghamshire Administrative County Administrative County 785802 386722 399080 334303 419187 69687 144941 93973 19461 6241 785802 481994 1860 3480 717 6963 3132 2689 230138 54829 10429 352053 270336 115940 37044 334303 144243 106363 67077 15535 1085 695104 57426 11592 21680 785802 8941 3.769243 785802 208477.40 334303 774338 11464 785802 727938 4133 456 18276 5174 961 2719 1862 7204 3470 600 2942 2923 1754 2782 566 815 1227 1 10 1 7 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 750803 5102 17139 10716 2042 0
109 Wiltshire Administrative County Administrative County 470981 231754 239227 194194 280840 28660 80315 63879 15513 5827 470981 301651 1621 1308 384 2074 303 2417 125045 36178 4106 234318 160362 57221 14974 194194 96645 62496 28845 5720 488 423373 33064 5066 9478 470981 9360 1.446795 470981 325534.10 194194 457954 13027 470981 439725 2381 757 12108 1968 656 1667 1277 1547 215 595 1210 2611 1418 1151 659 288 748 1 6 1 12 20 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 454971 3228 6178 5568 1036 0
54 Lincolnshire Administrative County Administrative County 713653 347605 366048 306971 402731 55407 137635 87271 19598 7060 713653 489184 1345 1486 439 2780 453 2605 164628 50733 9254 307017 256638 107948 32796 306971 127466 103324 61903 13237 1041 634391 48281 10205 20776 713653 9048 1.205369 713653 592061.90 306971 698748 14905 713653 663741 3278 617 28848 2073 815 1798 1504 2474 584 496 1737 2025 1540 661 360 420 682 2 3 3 13 21 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 696484 2561 7316 6190 1102 0
23 Durham Administrative County Administrative County 513242 251280 261962 223803 248586 60926 96086 52740 10775 3276 513242 369715 1001 607 208 1934 609 1525 107281 30362 9333 217373 171564 82404 32568 223803 87986 68885 51846 14353 733 453187 34336 8826 16893 513242 4705 2.305604 513242 222606.30 223803 500288 12954 513242 495664 1229 467 6409 969 321 1093 711 1368 463 241 1598 1186 447 158 96 459 363 1 5 1 14 21 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 503769 701 4856 3094 822 0
70 Northumberland Administrative County Administrative County 316028 154124 161904 138534 168974 30543 60875 36916 7671 2529 316028 216673 578 335 169 1018 494 980 75620 20161 4359 138990 108458 48580 15641 138534 60451 44844 26716 6150 373 280331 22304 4553 8840 316028 3922 0.630415 316028 501301.80 138534 310591 5437 316028 307097 833 156 2980 515 230 624 323 939 351 295 452 621 193 114 31 73 201 1 7 3 10 21 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 311066 338 2658 1692 274 2
15 Cornwall Administrative County Administrative County 534476 258907 275569 231378 311157 40429 103219 65012 16305 6413 534476 319575 1735 557 393 858 105 3621 162062 45570 7634 241894 179559 79429 25960 231378 92952 80131 45994 11162 1139 471064 39217 8304 15891 534476 6185 1.500258 534476 356256.00 231378 525555 8921 534476 511715 2056 635 10619 1251 493 1562 1112 837 107 280 1004 1208 293 369 102 189 644 2 5 1 13 21 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 525025 764 3436 4418 833 0
104 Warwickshire Administrative County Administrative County 545474 269076 276398 231005 319093 40619 94540 72338 17087 6421 545474 351891 1733 5699 505 5820 9434 2008 131408 36976 5920 258530 189851 70472 20701 231005 109373 73346 39454 8194 638 486234 39871 6917 12452 545474 7829 2.761779 545474 197508.20 231005 537501 7973 545474 482607 5216 494 17371 3090 698 2606 1555 16435 1728 284 2349 4300 2173 1733 537 467 1831 1 6 2 13 22 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 505688 4443 25096 7949 2298 0
27 Enfield London Borough London Borough 312466 150654 161812 119916 119653 38933 51872 21997 5328 1786 312466 167417 1824 10927 4412 52141 1078 1950 48522 24195 4182 146351 109394 39699 12840 119916 43308 41080 26163 8172 1193 284842 17299 4131 6194 312466 3835 38.657470 312466 8082.94 119916 310066 2400 312466 126450 6899 344 56947 4852 2384 4189 5758 11648 2594 5599 2588 12464 28222 17334 8131 1930 14133 2 10 3 8 23 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 190640 53687 34893 17183 16063 2
68 North Yorkshire Administrative County Administrative County 598376 294110 304266 256594 345907 45716 110448 76275 17670 6485 598376 415237 1609 1181 563 2146 192 1889 133023 42536 5953 285526 206349 78814 21734 256594 122837 83245 41705 8153 654 533597 44753 7190 12836 598376 9956 0.744470 598376 803761.30 256594 582624 15752 598376 565055 2381 588 14451 1315 662 1821 1245 1631 894 275 1733 2823 1428 372 624 357 721 0 8 2 14 24 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 582475 2424 7356 5043 1078 0
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.000000 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364 2
83 Somerset Administrative County Administrative County 529972 258396 271576 226989 318697 36092 98217 68317 17352 7011 529972 339211 1612 506 337 1470 100 3361 141071 42304 5718 241500 187101 74426 21227 226989 101303 76133 40561 8233 759 471590 39353 6716 12313 529972 8053 1.535907 529972 345054.80 226989 517124 12848 529972 501558 2257 733 14707 1200 650 1407 984 1069 203 442 1247 1912 607 291 115 175 415 2 8 2 13 25 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 519255 1013 4873 4241 590 0
11 Buckinghamshire Administrative County Administrative County 505283 248346 256937 200727 314138 25261 75300 73419 18882 7865 505283 305804 2207 6244 1511 25781 4657 1803 121190 36086 3902 262901 170886 53987 13607 200727 106894 61449 26862 5007 515 455769 35820 5268 8426 505283 10771 3.228751 505283 156494.90 200727 497299 7984 505283 409793 5377 614 20886 4573 1098 4125 2564 11368 21236 1089 2554 7022 4032 5175 1283 853 1641 1 11 3 10 25 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 436670 10490 43269 12360 2494 0
21 Devon Administrative County Administrative County 77750 38070 39680 32758 48250 4696 13717 10443 2686 1216 77750 48273 224 96 46 112 5 366 22122 6506 750 36263 27554 10398 2785 32758 14780 11023 5642 1205 108 69298 5798 927 1727 77750 1102 0.851649 77750 91293.48 32758 76866 884 77750 74554 278 88 1776 132 69 169 114 116 7 18 167 120 64 17 13 4 44 3 4 3 17 27 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 76696 94 428 484 48 2
89 Staffordshire Administrative County Administrative County 848489 419918 428571 355263 485343 63893 146504 109218 26358 9290 848489 578352 2017 2773 299 10817 3086 2783 193662 54700 10849 384565 298517 117417 37141 355263 156703 113504 68922 14985 1149 749657 63791 12628 22413 848489 9941 3.238162 848489 262028.00 355263 832952 15537 848489 793809 3853 433 13520 4572 675 2708 1649 6452 7023 651 2726 3804 1735 2446 629 569 1235 0 9 3 15 27 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 811615 4810 20656 9604 1804 0
69 Northamptonshire Administrative County Administrative County 691952 341342 350610 287730 386622 54332 118068 87951 20204 7175 691952 414265 2194 8014 679 12104 2765 2882 202379 46670 7053 324025 249082 87222 24570 287730 131085 93387 50366 11862 1030 622454 46320 8259 14919 691952 9222 2.927073 691952 236397.30 287730 681850 10102 691952 592755 6704 527 32836 6064 1925 3251 2942 12264 2312 4264 2846 3741 9552 5254 2117 845 1753 1 9 2 17 29 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 632822 16923 25427 14182 2598 0
17 Cumbria Administrative County Administrative County 499858 246065 253793 222042 273534 47578 99389 57798 12825 4452 499858 359235 1353 559 203 1336 64 1364 101496 34248 6481 225018 172789 71966 23604 222042 96017 72142 41985 10994 904 443363 35927 7265 13303 499858 6584 0.738718 499858 676655.90 222042 490939 8919 499858 482124 1552 315 8266 751 314 881 558 892 316 486 1153 1219 373 141 65 153 299 3 7 4 15 29 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 492257 579 4066 2504 452 0
19 Derbyshire Administrative County Administrative County 71116 35071 36045 30744 45168 4557 12383 10233 2506 1065 71116 48869 164 39 56 142 34 241 16477 5094 753 33487 24683 9718 2475 30744 14941 9756 5074 903 70 62113 6568 889 1546 71116 1345 0.897417 71116 79245.21 30744 69562 1554 71116 68835 321 15 946 130 58 173 105 97 84 4 95 118 33 36 18 10 38 0 14 2 14 30 1 2.615385 14.230769 #81DF20 (7374.999, 186720.25] 70117 87 398 466 48 2
106 West Sussex Administrative County Administrative County 806892 390567 416325 345614 464829 61657 150046 100934 23709 9268 806892 498367 3057 7368 1434 12668 1137 4121 216844 61896 8063 378965 286383 104836 28645 345614 160244 115557 56841 11785 1187 722497 58321 9282 16792 806892 11487 4.053729 806892 199049.30 345614 791540 15352 806892 717551 5979 1073 31896 2886 2061 4269 2939 9659 5236 2346 2960 8133 4569 1339 1238 1081 1677 2 1 5 22 30 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 756499 7146 28334 12155 2758 0
12 Cambridgeshire Administrative County Administrative County 621210 309560 311650 251241 343690 43588 106212 76970 17830 6641 621210 361532 3264 4142 1652 8990 895 2636 189016 49083 5453 306910 215746 73386 19715 251241 123285 79821 39389 8067 679 561034 41313 6785 12078 621210 9352 2.039267 621210 304624.20 251241 598066 23144 621210 524617 4908 1508 43954 2510 1385 3895 3291 7430 2373 2562 6723 6550 3426 1647 937 1370 2124 6 3 5 19 33 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 574987 6010 25638 11081 3494 0
73 Oxfordshire Administrative County Administrative County 653798 322971 330827 258855 357634 45340 107358 79519 19148 7490 653798 393906 3257 3878 1893 15734 1192 2716 182344 48878 5107 342600 218698 69321 18072 258855 134689 80088 35844 7483 751 592667 43767 6403 10961 653798 12177 2.509863 653798 260491.50 258855 624099 29699 653798 546801 6291 623 40289 3759 1557 4521 3396 8140 7846 2491 5618 7562 7039 3070 1315 1358 2122 1 8 4 21 34 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 594004 11424 31657 13233 3480 0
64 Norfolk Administrative County Administrative County 857888 420160 437728 372085 484255 70096 166827 102064 23973 9125 857888 523163 2901 2295 983 5021 461 3933 254240 64891 10706 366280 314157 129218 37527 372085 153938 126531 74131 16122 1363 763197 59858 11626 23207 857888 9721 1.597390 857888 537056.10 372085 841042 16846 857888 793086 3677 922 30333 2493 1905 2979 2650 4043 700 933 3208 4133 3096 905 608 963 1254 7 4 7 19 37 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 828018 4609 13017 10027 2217 0
93 Surrey Administrative County Administrative County 1132390 554665 577725 455791 687072 59865 184249 155920 39607 16150 1132390 711110 6019 15018 3055 24378 3783 4137 280814 84076 8529 593689 380019 119554 30599 455791 243546 140441 59140 11503 1161 1023957 78920 11039 18474 1132390 21694 6.811376 1132390 166249.80 455791 1105800 26590 1132390 945673 13012 2261 62736 4920 2736 9657 6241 20232 10818 3400 9461 19587 7828 3303 1299 4101 5125 2 13 5 18 38 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1023682 12430 63498 23554 9226 1
92 Suffolk Administrative County Administrative County 728163 359787 368376 310745 416500 55661 135039 90758 21254 8033 728163 443632 2094 2274 677 5818 626 2934 215921 54187 7547 334121 260145 99088 27262 310745 136271 104965 56586 11900 1023 650418 51507 9044 17194 728163 9780 1.916126 728163 380018.40 310745 714113 14050 728163 661458 3744 604 27389 4733 1785 2787 3167 3999 697 2253 2159 4023 2624 2509 1721 320 2191 7 12 2 18 39 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 693195 6854 13131 12472 2511 0
14 Cheshire Administrative County Administrative County 370127 181409 188718 159441 224179 25709 65543 52217 11763 4209 370127 254940 882 1328 581 2438 279 1065 83973 24641 3914 181595 123065 47306 14247 159441 79623 48842 25289 5287 400 330124 27525 4454 8024 370127 6056 3.173307 370127 116637.60 159441 365065 5062 370127 346264 2241 313 9122 1341 461 1293 778 2147 856 504 1125 1428 664 511 227 338 514 1 14 4 20 39 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 357940 1402 6060 3873 852 2
34 Hampshire Administrative County Administrative County 1317788 644938 672850 545254 796638 80005 220861 182611 44568 17209 1317788 822179 7246 8928 1286 7999 2389 5694 367060 95007 11651 646983 460937 156806 41411 545254 274142 173320 80170 16139 1483 1184850 92224 14286 26428 1317788 20446 3.581969 1317788 367894.90 545254 1296211 21577 1317788 1209405 7361 2069 33288 4800 2340 6880 4031 10731 1803 2143 5605 15074 5090 2180 1028 1262 2698 2 8 4 28 42 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 1252123 8298 35356 18051 3960 1
59 Merseyside Metropolitan County Metropolitan County 1381189 671034 710155 602087 569170 211215 247753 116033 21323 5763 1381189 1022711 3908 4386 3014 19247 955 3090 238198 85680 26021 635847 432820 199347 87154 602087 218490 189669 141216 48380 4332 1215284 92343 26529 47033 1381189 12265 21.417740 1381189 64488.08 602087 1355114 26075 1381189 1268277 13342 457 23227 6395 4894 4638 5027 7896 2566 2366 11554 6023 9792 2066 2694 6379 3596 1 16 8 18 43 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1305303 14552 30405 20954 9975 1
40 Hertfordshire Administrative County Administrative County 1116062 547110 568952 453817 626113 76823 191349 140172 32826 12647 1116062 650129 5502 21508 21345 30730 5048 5072 296046 80682 9487 568026 378624 125609 34316 453817 223886 143859 69844 14694 1534 1007447 75691 12256 20668 1116062 18561 6.792558 1116062 164306.60 453817 1101351 14711 1116062 902006 17260 1149 57080 8899 3250 8703 6645 28848 12302 5608 8462 17361 19722 8713 2966 2359 4729 8 6 8 23 45 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 977495 31401 72581 27497 7088 1
28 Essex Administrative County Administrative County 1393587 680161 713426 581589 795400 104522 244783 171954 42913 17417 1393587 860906 4693 8295 6662 13526 2197 5165 392047 100096 15174 656820 486952 182561 52080 581589 255205 193345 107615 23257 2167 1247376 96679 17592 31940 1393587 17298 4.022605 1393587 346438.90 581589 1375440 18147 1393587 1264877 11165 2161 35653 6936 2801 6173 4975 12456 3462 2747 6361 9834 12143 4556 2010 2042 3235 11 7 4 27 49 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 1313856 18709 34860 20885 5277 1
100 Tyne and Wear Metropolitan County Metropolitan County 1104825 540596 564229 484527 436319 178193 201234 86052 15094 3954 1104825 718130 3333 5015 3900 27654 3171 2685 275116 65821 19440 489994 363276 166983 65132 484527 189036 152664 107866 32597 2364 985316 68797 17733 32979 1104825 7866 20.457760 1104825 54005.18 484527 1086693 18132 1104825 1010841 3927 358 17555 2553 1972 3782 2448 9462 8403 9229 9731 8482 7521 570 577 3926 3488 2 20 8 19 49 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1032681 8668 45307 10755 7414 1
85 South Yorkshire Metropolitan County Metropolitan County 1343601 661772 681829 565442 597538 166934 241096 125950 24370 7092 1343601 818974 3710 5112 938 58350 2572 4111 359491 90343 21183 597414 452212 198715 74077 565442 215540 181274 129512 36324 2792 1194696 86920 21570 40415 1343601 11640 8.659841 1343601 155153.10 565442 1321137 22464 1343601 1183179 5417 1234 27823 8294 2215 5666 4616 9136 32538 3612 9551 9374 15519 6716 3517 9412 5782 1 13 8 29 51 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1217653 25752 64211 20791 15194 1
46 Kent Administrative County Administrative County 1463740 715613 748127 605638 790956 121094 258442 169541 40616 15945 1463740 915200 6802 10943 1777 13932 10545 6145 391591 106805 16669 683205 510399 194931 58536 605638 264980 200070 111252 26476 2860 1311963 97464 18432 35881 1463740 19074 4.130744 1463740 354352.60 605638 1435745 27995 1463740 1303558 10239 4685 52620 6266 2997 7520 5324 18136 2406 3381 5978 17713 11523 3293 1400 1535 5166 3 12 7 32 54 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1371102 16216 47614 22107 6701 1
50 Lancashire Administrative County Administrative County 1171339 575146 596193 496299 599618 113467 215777 130414 27546 9095 1171339 805510 2792 5632 859 55722 1404 3682 224446 71292 16110 538205 394234 165605 57185 496299 213445 157329 96828 26275 2422 1038126 83377 17672 32164 1171339 14049 4.034645 1171339 290320.20 496299 1143277 28062 1171339 1050340 7125 821 22401 4573 1279 4571 2301 19212 36103 5811 4811 5117 1891 1789 418 1387 1389 4 12 11 28 55 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1080687 4098 71054 12724 2776 1
107 West Yorkshire Metropolitan County Metropolitan County 2226058 1093264 1132794 922452 976961 271399 392213 208849 38218 11773 2226058 1216266 5783 14921 7605 252370 18123 7163 557775 146052 29254 1021531 768712 303823 102738 922452 369515 298250 190547 57998 6142 2001779 140121 31342 52816 2226058 21621 10.969730 2226058 202927.30 922452 2188168 37890 2226058 1746295 14910 1660 56953 20827 4624 15098 7577 53152 189708 15632 10783 22272 24685 15581 6210 9212 10879 6 16 11 40 73 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1819818 46476 291547 48126 20091 1
57 Manchester Metropolitan Borough (city) Metropolitan Borough (city) 503127 252623 250504 204969 150722 91248 83276 25598 3779 1068 503127 245247 3879 5452 2613 79496 2292 1889 127485 34774 8676 245334 159452 62651 27014 204969 70540 68763 45745 18104 1817 460487 23109 7568 11963 503127 3736 43.506200 503127 11564.49 204969 481030 22097 503127 298237 11843 509 24520 8877 4397 4791 5096 11417 42904 6437 13539 11689 25718 9642 8124 9503 5884 1 13 16 53 83 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 335109 43484 85986 23161 15387 0
105 West Midlands Metropolitan County Metropolitan County 2736460 1346950 1389510 1086748 1123244 341972 451747 228970 48790 15269 2736460 1471780 9119 59768 3060 332684 116715 15181 554152 174001 43274 1212508 946206 394508 139964 1086748 382438 356868 261039 78436 7967 2443594 170134 45516 77216 2736460 24671 30.349860 2736460 90163.85 1086748 2693432 43028 2736460 1806708 39183 1618 71629 53234 6053 21964 14953 185271 200545 48727 21430 59008 55557 79632 28880 16029 26039 5 19 15 57 96 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1919138 164069 514981 96204 42068 1
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [336]:
rep['Sum of all Vaccination centers']
Out[336]:
0       4
1       7
2      15
3      25
4       9
5       6
6       8
7       7
8       5
9      12
10     11
11     25
12     33
13     14
14     39
15     21
16     12
17     29
18      5
19     30
20      6
21     27
22     19
23     21
24     15
25     18
26     18
27     23
28     49
29     19
30      8
31      7
32      9
33     11
34     42
35     12
36      8
37      5
38      5
39      7
40     45
41      9
42      8
43      5
44      4
45      6
46     54
47      5
48      6
49     18
50     55
51     19
52     14
53     14
54     21
55      0
56      9
57     83
58      7
59     43
60      4
61      1
62     10
63      7
64     37
65      9
66      8
67      7
68     24
69     29
70     21
71     19
72      7
73     34
74     10
75      6
76      3
77     10
78      8
79     10
80     10
81      1
82     11
83     25
84     16
85     51
86      8
87      6
88      7
89     27
90      5
91     13
92     39
93     38
94      9
95      5
96      7
97      4
98      3
99      6
100    49
101     7
102    13
103     6
104    22
105    96
106    30
107    73
108     8
109    20
110    18
111     7
Name: Sum of all Vaccination centers, dtype: int64
In [ ]:
In [ ]:
In [ ]:
In [328]:
Out[328]:
0       4
1       7
2      15
3      25
4       9
5       6
6       8
7       7
8       5
9      12
10     11
11     25
12     33
13     14
14     39
15     21
16     12
17     29
18      5
19     30
20      6
21     27
22     19
23     21
24     15
25     18
26     18
27     23
28     49
29     19
30      8
31      7
32      9
33     11
34     42
35     12
36      8
37      5
38      5
39      7
40     45
41      9
42      8
43      5
44      4
45      6
46     54
47      5
48      6
49     18
50     55
51     19
52     14
53     14
54     21
55      0
56      9
57     83
58      7
59     43
60      4
61      1
62     10
63      7
64     37
65      9
66      8
67      7
68     24
69     29
70     21
71     19
72      7
73     34
74     10
75      6
76      3
77     10
78      8
79     10
80     10
81      1
82     11
83     25
84     16
85     51
86      8
87      6
88      7
89     27
90      5
91     13
92     39
93     38
94      9
95      5
96      7
97      4
98      3
99      6
100    49
101     7
102    13
103     6
104    22
105    96
106    30
107    73
108     8
109    20
110    18
111     7
Name: Sum of all Vaccination centers, dtype: int64
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [10]:
rep['Sum of all Vaccination centers'].unique()
Out[10]:
array([ 4,  7, 15, 25,  9,  6,  8,  5, 12, 11, 33, 14, 39, 21, 29, 30, 27,
       19, 18, 23, 49, 42, 45, 54, 55,  0, 83, 43,  1, 10, 37, 24, 34,  3,
       16, 51, 13, 38, 22, 96, 73, 20])
In [11]:
from collections import Counter
import matplotlib.pyplot as plt
print(Counter(rep['Sum of all Vaccination centers']))
plt.hist(rep["Sum of all Vaccination centers"])
#plt.savefig('FeatureReduction1.png')

Counter({7: 12, 6: 8, 8: 8, 5: 8, 9: 6, 10: 5, 4: 4, 21: 4, 19: 4, 18: 4, 25: 3, 12: 3, 11: 3, 14: 3, 15: 2, 39: 2, 29: 2, 30: 2, 27: 2, 49: 2, 1: 2, 3: 2, 13: 2, 33: 1, 23: 1, 42: 1, 45: 1, 54: 1, 55: 1, 0: 1, 83: 1, 43: 1, 37: 1, 24: 1, 34: 1, 16: 1, 51: 1, 38: 1, 22: 1, 96: 1, 73: 1, 20: 1})
Out[11]:
(array([51., 27., 13.,  8.,  5.,  5.,  0.,  1.,  1.,  1.]),
 array([ 0. ,  9.6, 19.2, 28.8, 38.4, 48. , 57.6, 67.2, 76.8, 86.4, 96. ]),
 <a list of 10 Patch objects>)
In [14]:
f, axes = plt.subplots(1, 2)

sns.set(rc={'figure.figsize':(80,90)})

sns.barplot(  y="Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle", x= "Sum of all Vaccination centers", data=rep,  orient='v' , ax=axes[0])

sns.barplot(  y="Combined_England_dataset_Engineered_General health : Good health - Unit : Persons", x= "Sum of all Vaccination centers", data=rep,  orient='v' , ax=axes[1])
Out[14]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f804d46e100>
In [15]:
f, axes = plt.subplots(1, 2)

sns.set(rc={'figure.figsize':(20,90)})

sns.barplot(  y="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons", x= "Sum of all Vaccination centers", data=rep,  orient='v' , ax=axes[0])

sns.barplot(  y="Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions", x= "Sum of all Vaccination centers", data=rep,  orient='v' , ax=axes[1])
Out[15]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f804388d190>
In [ ]:
In [16]:
sns.set(rc={'figure.figsize':(20,20)})
sns.barplot(y="Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions", x= "Sum of all Vaccination centers", data=rep,  orient='v')
Out[16]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f802e29d9d0>
In [17]:
sns.set(rc={'figure.figsize':(20,20)})

sns.barplot(  y="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons", x= "Sum of all Vaccination centers", data=rep,  orient='v')
Out[17]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f804d40ad00>

Binning our Target!

In [18]:
import pandas as pd

bins=[0,4.5,10.5,15.5,20.5,30.5,96]

labels=[0,1,2,3,4,5] # labelling the quality of very low,low,fair,average,high,very high

rep['Sum of all Vaccination centers'] = pd.cut(rep['Sum of all Vaccination centers'], bins=bins, labels=labels)
In [19]:
plt.hist(rep['Sum of all Vaccination centers'])
Out[19]:
(array([ 8.,  0., 47.,  0., 13.,  0., 10.,  0., 16., 17.]),
 array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. ]),
 <a list of 10 Patch objects>)
In [20]:
rep=rep.fillna(0)
In [21]:
from collections import Counter
import matplotlib.pyplot as pyplot
print(Counter(rep['Sum of all Vaccination centers']))
plt.hist(rep['Sum of all Vaccination centers'])
pyplot.xlabel('Density of Vaccination centres: 0=Very Low, 1=Low, 2=Fair , 3=Average , 4=High , 5=Very High')
pyplot.ylabel('Counts')

Counter({1: 47, 5: 17, 4: 16, 2: 13, 3: 10, 0: 9})
Out[21]:
Text(0, 0.5, 'Counts')
In [22]:
rep.var()
Out[22]:
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons                                                1.811236e+11
Combined_England_dataset_Engineered_Sex : Males - Unit : Persons                                                     4.353269e+10
Combined_England_dataset_Engineered_Sex : Females - Unit : Persons                                                   4.707367e+10
Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle                        3.095854e+10
Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)    4.621264e+10
                                                                                                                         ...     
Vaccination_Centers_count                                                                                            3.185248e+00
Phamacy_Vaccination_Centers_count                                                                                    1.929207e+01
Hospital_hubs_Vacc_Centers_count                                                                                     7.943935e+00
GP_Vacc_Center_count                                                                                                 1.015775e+02
Sum of all Vaccination centers                                                                                       2.729730e+00
Length: 67, dtype: float64
In [23]:
rep.head()
Out[23]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 0
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 1
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 2
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 4
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 1
In [24]:
rep.rename(columns = {'Combined_England_dataset_Engineered_Sex : Females - Unit : Persons':'Female Population', 'Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle':'Population which have access to a vehicle', 'Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons':'Population: No religion', 'Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons':'Population with Very Bad Health', 'Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions':'Population which are not deprived','Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons':'Unpaid Part-time Carers <20hrs'}, inplace = True)
print(rep.columns)

Index(['NAME_2', 'TYPE_2', 'ENGTYPE_2',
       'Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons',
       'Combined_England_dataset_Engineered_Sex : Males - Unit : Persons',
       'Female Population', 'Population which have access to a vehicle',
       'Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)',
       'Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles',
       'Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle',
       'Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles',
       'Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles',
       'Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons',
       'Population: No religion',
       'Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons',
       'Population with Very Bad Health',
       'Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons',
       'Combined_England_dataset_Engineered_General health : Good health - Unit : Persons',
       'Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons',
       'Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons',
       'Combined_England_dataset_Engineered_Total households examined using deprivation indexes',
       'Population which are not deprived',
       'Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions',
       'Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions',
       'Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions',
       'Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions',
       'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons',
       'Unpaid Part-time Carers <20hrs',
       'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons',
       'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons',
       'Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons',
       'Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons',
       'Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons',
       'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons',
       'Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares',
       'Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households',
       'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons',
       'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons',
       'Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons',
       'Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons',
       'Combined_England_dataset_Engineered_White\ Irish - Unit : Persons',
       'Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons',
       'Combined_England_dataset_Engineered_White\ Other White - Unit : Persons',
       'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons',
       'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons',
       'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons',
       'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons',
       'Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons',
       'Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons',
       'Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons',
       'Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons',
       'Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons',
       'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons',
       'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons',
       'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons',
       'Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group',
       'Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons',
       'Vaccination_Centers_count', 'Phamacy_Vaccination_Centers_count',
       'Hospital_hubs_Vacc_Centers_count', 'GP_Vacc_Center_count',
       'Sum of all Vaccination centers'],
      dtype='object')
In [ ]:
In [25]:
sns.set()
figsize = (50,35)
sns.pairplot(rep[['Female Population', 'Population which have access to a vehicle', 'Population: No religion', 'Population with Very Bad Health', 'Population which are not deprived','Unpaid Part-time Carers <20hrs','Sum of all Vaccination centers']],
             hue="Sum of all Vaccination centers", diag_kind="kde")
Out[25]:
<seaborn.axisgrid.PairGrid at 0x7f8025624fa0>
In [ ]:
In [26]:
#delete columns
rep1 = rep.drop(['Vaccination_Centers_count', 'Phamacy_Vaccination_Centers_count','Hospital_hubs_Vacc_Centers_count','GP_Vacc_Center_count'], axis=1)
print('\n\nDataFrame after deleting column\n--------------')
print(rep1)


DataFrame after deleting column
--------------
                           NAME_2                    TYPE_2  \
0            Barking and Dagenham            London Borough   
1    Bath and North East Somerset         Unitary Authority   
2                    Bedfordshire     Administrative County   
3                       Berkshire                    County   
4                          Bexley            London Borough   
..                            ...                       ...   
107                West Yorkshire       Metropolitan County   
108                   Westminster     London Borough (city)   
109                     Wiltshire     Administrative County   
110                Worcestershire     Administrative County   
111                          York  Unitary Authority (city)   

                    ENGTYPE_2  \
0              London Borough   
1           Unitary Authority   
2       Administrative County   
3                      County   
4              London Borough   
..                        ...   
107       Metropolitan County   
108     London Borough (city)   
109     Administrative County   
110     Administrative County   
111  Unitary Authority (city)   

     Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons  \
0                                               185911                       
1                                               176016                       
2                                               157479                       
3                                               153822                       
4                                               231997                       
..                                                 ...                       
107                                            2226058                       
108                                             226771                       
109                                             470981                       
110                                             566169                       
111                                             198051                       

     Combined_England_dataset_Engineered_Sex : Males - Unit : Persons  \
0                                                90237                  
1                                                86072                  
2                                                77312                  
3                                                76321                  
4                                               111676                  
..                                                 ...                  
107                                            1093264                  
108                                             115639                  
109                                             231754                  
110                                             278791                  
111                                              96254                  

     Female Population  Population which have access to a vehicle  \
0                95674                                      69681   
1                89944                                      73515   
2                80167                                      63812   
3                77501                                      62340   
4               120321                                      92604   
..                 ...                                        ...   
107            1132794                                     922452   
108             111132                                     110157   
109             239227                                     194194   
110             287378                                     239717   
111             101797                                      83552   

     Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)  \
0                                                56966                                                                   
1                                                92628                                                                   
2                                                83041                                                                   
3                                                96617                                                                   
4                                               108507                                                                   
..                                                 ...                                                                   
107                                             976961                                                                   
108                                              50502                                                                   
109                                             280840                                                                   
110                                             341207                                                                   
111                                              90126                                                                   

     Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles  \
0                                                27618                                                     
1                                                16158                                                     
2                                                13137                                                     
3                                                 7759                                                     
4                                                21918                                                     
..                                                 ...                                                     
107                                             271399                                                     
108                                              69574                                                     
109                                              28660                                                     
110                                              39855                                                     
111                                              21808                                                     

     Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle  \
0                                                30183                                         
1                                                31073                                         
2                                                26678                                         
3                                                24042                                         
4                                                42054                                         
..                                                 ...                                         
107                                             392213                                         
108                                              32969                                         
109                                              80315                                         
110                                              96498                                         
111                                              38999                                         

     Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles  \
0                                                 9557                                          
1                                                19957                                          
2                                                18037                                          
3                                                22437                                          
4                                                21708                                          
..                                                 ...                                          
107                                             208849                                          
108                                               6103                                          
109                                              63879                                          
110                                              76841                                          
111                                              18535                                          

     Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles  \
0                                                 1859                                                
1                                                 4511                                                
2                                                 4323                                                
3                                                 5858                                                
4                                                 5204                                                
..                                                 ...                                                
107                                              38218                                                
108                                               1051                                                
109                                              15513                                                
110                                              18970                                                
111                                               3210                                                

     Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles  \
0                                                  464                                                  
1                                                 1816                                                  
2                                                 1637                                                  
3                                                 2244                                                  
4                                                 1720                                                  
..                                                 ...                                                  
107                                              11773                                                  
108                                                460                                                  
109                                               5827                                                  
110                                               7553                                                  
111                                               1000                                                  

     Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons  \
0                                               185911                                           
1                                               176016                                           
2                                               157479                                           
3                                               153822                                           
4                                               231997                                           
..                                                 ...                                           
107                                            2226058                                           
108                                             226771                                           
109                                             470981                                           
110                                             566169                                           
111                                             198051                                           

     Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons  \
0                                               104101                                     
1                                                99468                                     
2                                                93346                                     
3                                                97896                                     
4                                               144093                                     
..                                                 ...                                     
107                                            1216266                                     
108                                             101221                                     
109                                             301651                                     
110                                             382240                                     
111                                             117856                                     

     Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons  \
0                                                  842                                    
1                                                  941                                    
2                                                  509                                    
3                                                  495                                    
4                                                 1377                                    
..                                                 ...                                    
107                                               5783                                    
108                                               3286                                    
109                                               1621                                    
110                                               1268                                    
111                                               1016                                    

     Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons  \
0                                                 4464                                 
1                                                  535                                 
2                                                 2420                                 
3                                                 1106                                 
4                                                 3547                                 
..                                                 ...                                 
107                                              14921                                 
108                                               4323                                 
109                                               1308                                 
110                                               1145                                 
111                                                983                                 

     Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons  \
0                                                  425                                  
1                                                  254                                  
2                                                  171                                  
3                                                  212                                  
4                                                  234                                  
..                                                 ...                                  
107                                               7605                                  
108                                               7403                                  
109                                                384                                  
110                                                355                                  
111                                                202                                  

     Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons  \
0                                                25520                                  
1                                                 1179                                  
2                                                 8610                                  
3                                                 1218                                  
4                                                 5645                                  
..                                                 ...                                  
107                                             252370                                  
108                                              40482                                  
109                                               2074                                  
110                                               7466                                  
111                                               2072                                  

     Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons  \
0                                                 2952                                
1                                                  140                                
2                                                 3336                                
3                                                  236                                
4                                                 4156                                
..                                                 ...                                
107                                              18123                                
108                                                514                                
109                                                303                                
110                                               1413                                
111                                                133                                

     Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons  \
0                                                  533                                          
1                                                  935                                          
2                                                 1506                                          
3                                                  607                                          
4                                                  724                                          
..                                                 ...                                          
107                                               7163                                          
108                                               1308                                          
109                                               2417                                          
110                                               2061                                          
111                                                747                                          

     Population: No religion  \
0                      35106   
1                      57626   
2                      37229   
3                      41042   
4                      55995   
..                       ...   
107                   557775   
108                    47064   
109                   125045   
110                   131861   
111                    59646   

     Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons  \
0                                                11968                                               
1                                                14938                                               
2                                                10352                                               
3                                                11010                                               
4                                                16226                                               
..                                                 ...                                               
107                                             146052                                               
108                                              21170                                               
109                                              36178                                               
110                                              38360                                               
111                                              15396                                               

     Population with Very Bad Health  \
0                               2644   
1                               1598   
2                               1548   
3                               1047   
4                               2525   
..                               ...   
107                            29254   
108                             3547   
109                             4106   
110                             6574   
111                             1819   

     Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons  \
0                                                87819                                        
1                                                88882                                        
2                                                73860                                        
3                                                79432                                        
4                                               111323                                        
..                                                 ...                                        
107                                            1021531                                        
108                                             122920                                        
109                                             234318                                        
110                                             263127                                        
111                                              98402                                        

     Combined_England_dataset_Engineered_General health : Good health - Unit : Persons  \
0                                                62720                                   
1                                                58849                                   
2                                                56663                                   
3                                                53069                                   
4                                                80446                                   
..                                                 ...                                   
107                                             768712                                   
108                                              68181                                   
109                                             160362                                   
110                                             197450                                   
111                                              67709                                   

     Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons  \
0                                                24042                                   
1                                                20856                                   
2                                                19812                                   
3                                                16456                                   
4                                                29015                                   
..                                                 ...                                   
107                                             303823                                   
108                                              22670                                   
109                                              57221                                   
110                                              76406                                   
111                                              23752                                   

     Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons  \
0                                                 8686                                  
1                                                 5831                                  
2                                                 5596                                  
3                                                 3818                                  
4                                                 8688                                  
..                                                 ...                                  
107                                             102738                                  
108                                               9453                                  
109                                              14974                                  
110                                              22612                                  
111                                               6369                                  

     Combined_England_dataset_Engineered_Total households examined using deprivation indexes  \
0                                                69681                                         
1                                                73515                                         
2                                                63812                                         
3                                                62340                                         
4                                                92604                                         
..                                                 ...                                         
107                                             922452                                         
108                                             110157                                         
109                                             194194                                         
110                                             239717                                         
111                                              83552                                         

     Population which are not deprived  \
0                                19618   
1                                36446   
2                                29041   
3                                33452   
4                                38457   
..                                 ...   
107                             369515   
108                              43480   
109                              96645   
110                             109688   
111                              41409   

     Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions  \
0                                                24953                                                                
1                                                23106                                                                
2                                                20595                                                                
3                                                18842                                                                
4                                                31937                                                                
..                                                 ...                                                                
107                                             298250                                                                
108                                              38278                                                                
109                                              62496                                                                
110                                              77262                                                                
111                                              26882                                                                

     Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions  \
0                                                18382                                                                
1                                                11348                                                                
2                                                11212                                                                
3                                                 8218                                                                
4                                                17839                                                                
..                                                 ...                                                                
107                                             190547                                                                
108                                              18840                                                                
109                                              28845                                                                
110                                              42677                                                                
111                                              12526                                                                

     Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions  \
0                                                 6027                                                                
1                                                 2351                                                                
2                                                 2671                                                                
3                                                 1667                                                                
4                                                 4048                                                                
..                                                 ...                                                                
107                                              57998                                                                
108                                               7912                                                                
109                                               5720                                                                
110                                               9330                                                                
111                                               2524                                                                

     Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions  \
0                                                  701                                                                
1                                                  264                                                                
2                                                  293                                                                
3                                                  161                                                                
4                                                  323                                                                
..                                                 ...                                                                
107                                               6142                                                                
108                                               1647                                                                
109                                                488                                                                
110                                                760                                                                
111                                                211                                                                

     Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons  \
0                                               169710                                                            
1                                               158431                                                            
2                                               141395                                                            
3                                               139534                                                            
4                                               208475                                                            
..                                                 ...                                                            
107                                            2001779                                                            
108                                             210317                                                            
109                                             423373                                                            
110                                             502484                                                            
111                                             179827                                                            

     Unpaid Part-time Carers <20hrs  \
0                              8637   
1                             12396   
2                             10838   
3                             10313   
4                             14752   
..                              ...   
107                          140121   
108                           10371   
109                           33064   
110                           42522   
111                           12701   

     Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons  \
0                                                 2941                                                                               
1                                                 1989                                                                               
2                                                 2055                                                                               
3                                                 1466                                                                               
4                                                 3051                                                                               
..                                                 ...                                                                               
107                                              31342                                                                               
108                                               2587                                                                               
109                                               5066                                                                               
110                                               7445                                                                               
111                                               1934                                                                               

     Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons  \
0                                                 4623                                                                                 
1                                                 3200                                                                                 
2                                                 3191                                                                                 
3                                                 2509                                                                                 
4                                                 5719                                                                                 
..                                                 ...                                                                                 
107                                              52816                                                                                 
108                                               3496                                                                                 
109                                               9478                                                                                 
110                                              13718                                                                                 
111                                               3589                                                                                 

     Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons  \
0                                               185911                                                                             
1                                               176016                                                                             
2                                               157479                                                                             
3                                               153822                                                                             
4                                               231997                                                                             
..                                                 ...                                                                             
107                                            2226058                                                                             
108                                             226771                                                                             
109                                             470981                                                                             
110                                             566169                                                                             
111                                             198051                                                                             

     Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons  \
0                                                 1654                                                                                                                     
1                                                 2937                                                                                                                     
2                                                 2392                                                                                                                     
3                                                 3036                                                                                                                     
4                                                 2577                                                                                                                     
..                                                 ...                                                                                                                     
107                                              21621                                                                                                                     
108                                               3249                                                                                                                     
109                                               9360                                                                                                                     
110                                               7715                                                                                                                     
111                                               2638                                                                                                                     

     Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons  \
0                                            51.512590                                                                             
1                                             5.090981                                                                             
2                                             3.305521                                                                             
3                                             2.184450                                                                             
4                                            38.308940                                                                             
..                                                 ...                                                                             
107                                          10.969730                                                                             
108                                          93.015176                                                                             
109                                           1.446795                                                                             
110                                           3.252878                                                                             
111                                           7.282992                                                                             

     Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons  \
0                                               185911                                                         
1                                               176016                                                         
2                                               157479                                                         
3                                               153822                                                         
4                                               231997                                                         
..                                                 ...                                                         
107                                            2226058                                                         
108                                             226771                                                         
109                                             470981                                                         
110                                             566169                                                         
111                                             198051                                                         

     Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares  \
0                                              3609.04                                                      
1                                             34574.08                                                      
2                                             47641.20                                                      
3                                             70416.82                                                      
4                                              6055.95                                                      
..                                                 ...                                                      
107                                          202927.30                                                      
108                                            2438.00                                                      
109                                          325534.10                                                      
110                                          174051.70                                                      
111                                           27193.63                                                      

     Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households  \
0                                                69681                                                       
1                                                73515                                                       
2                                                63812                                                       
3                                                62340                                                       
4                                                92604                                                       
..                                                 ...                                                       
107                                             922452                                                       
108                                             110157                                                       
109                                             194194                                                       
110                                             239717                                                       
111                                              83552                                                       

     Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons  \
0                                               184901                                                                       
1                                               169977                                                                       
2                                               154536                                                                       
3                                               150878                                                                       
4                                               230902                                                                       
..                                                 ...                                                                       
107                                            2188168                                                                       
108                                             220395                                                                       
109                                             457954                                                                       
110                                             556357                                                                       
111                                             190392                                                                       

     Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons  \
0                                                 1010                                                                                    
1                                                 6039                                                                                    
2                                                 2943                                                                                    
3                                                 2944                                                                                    
4                                                 1095                                                                                    
..                                                 ...                                                                                    
107                                              37890                                                                                    
108                                               6376                                                                                    
109                                              13027                                                                                    
110                                               9812                                                                                    
111                                               7659                                                                                    

     Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons  \
0                                               185911                          
1                                               176016                          
2                                               157479                          
3                                               153822                          
4                                               231997                          
..                                                 ...                          
107                                            2226058                          
108                                             226771                          
109                                             470981                          
110                                             566169                          
111                                             198051                          

     Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons  \
0                                                91949                                                           
1                                               158640                                                           
2                                               112588                                                           
3                                               139044                                                           
4                                               179250                                                           
..                                                 ...                                                           
107                                            1746295                                                           
108                                              81577                                                           
109                                             439725                                                           
110                                             522922                                                           
111                                             178613                                                           

     Combined_England_dataset_Engineered_White\ Irish - Unit : Persons  \
0                                                 1730                   
1                                                 1146                   
2                                                 1683                   
3                                                 1284                   
4                                                 2596                   
..                                                 ...                   
107                                              14910                   
108                                               5140                   
109                                               2381                   
110                                               3480                   
111                                               1103                   

     Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons  \
0                                                  182                                      
1                                                   58                                      
2                                                  115                                      
3                                                  164                                      
4                                                  624                                      
..                                                 ...                                      
107                                               1660                                      
108                                                 79                                      
109                                                757                                      
110                                               1165                                      
111                                                269                                      

     Combined_England_dataset_Engineered_White\ Other White - Unit : Persons  \
0                                                14525                         
1                                                 6629                         
2                                                12460                         
3                                                 5362                         
4                                                 7492                         
..                                                 ...                         
107                                              56953                         
108                                              54333                         
109                                              12108                         
110                                              14491                         
111                                               6746                         

     Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons  \
0                                                 2669                                                             
1                                                  951                                                             
2                                                 2396                                                             
3                                                  776                                                             
4                                                 1676                                                             
..                                                 ...                                                             
107                                              20827                                                             
108                                               1907                                                             
109                                               1968                                                             
110                                               3150                                                             
111                                                529                                                             

     Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons  \
0                                                 2128                                                           
1                                                  292                                                           
2                                                  587                                                           
3                                                  262                                                           
4                                                  983                                                           
..                                                 ...                                                           
107                                               4624                                                           
108                                               1964                                                           
109                                                656                                                           
110                                                592                                                           
111                                                305                                                           

     Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons  \
0                                                 1246                                                   
1                                                  954                                                   
2                                                 1366                                                   
3                                                  831                                                   
4                                                 1369                                                   
..                                                 ...                                                   
107                                              15098                                                   
108                                               3695                                                   
109                                               1667                                                   
110                                               2053                                                   
111                                                873                                                   

     Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons  \
0                                                 1835                                               
1                                                  701                                               
2                                                 1037                                               
3                                                  551                                               
4                                                 1367                                               
..                                                 ...                                               
107                                               7577                                               
108                                               4118                                               
109                                               1277                                               
110                                               1250                                               
111                                                706                                               

     Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons  \
0                                                 7436                                  
1                                                 1116                                  
2                                                 8122                                  
3                                                 1675                                  
4                                                 7047                                  
..                                                 ...                                  
107                                              53152                                  
108                                               7429                                  
109                                               1547                                  
110                                               3634                                  
111                                               1531                                  

     Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons  \
0                                                 8007                                     
1                                                  170                                     
2                                                 3270                                     
3                                                  473                                     
4                                                  730                                     
..                                                 ...                                     
107                                             189708                                     
108                                               2344                                     
109                                                215                                     
110                                               4984                                     
111                                                417                                     

     Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons  \
0                                                 7701                                       
1                                                  219                                       
2                                                 3225                                       
3                                                  225                                       
4                                                  777                                       
..                                                 ...                                       
107                                              15632                                       
108                                               6531                                       
109                                                595                                       
110                                               1316                                       
111                                                370                                       

     Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons  \
0                                                 1315                                   
1                                                 1912                                   
2                                                  905                                   
3                                                  659                                   
4                                                 2514                                   
..                                                 ...                                   
107                                              10783                                   
108                                               6180                                   
109                                               1210                                   
110                                               1601                                   
111                                               2449                                   

     Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons  \
0                                                 5135                                       
1                                                 1160                                       
2                                                 2410                                       
3                                                  776                                       
4                                                 4175                                       
..                                                 ...                                       
107                                              22272                                       
108                                              10318                                       
109                                               2611                                       
110                                               2206                                       
111                                               1973                                       

     Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons  \
0                                                28685                                                     
1                                                  499                                                     
2                                                 2741                                                     
3                                                  701                                                     
4                                                15952                                                     
..                                                 ...                                                     
107                                              24685                                                     
108                                               9239                                                     
109                                               1418                                                     
110                                                767                                                     
111                                                903                                                     

     Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons  \
0                                                 5227                                                       
1                                                  672                                                       
2                                                 2843                                                       
3                                                  514                                                       
4                                                 2381                                                       
..                                                 ...                                                       
107                                              15581                                                       
108                                               4495                                                       
109                                               1151                                                       
110                                               1275                                                       
111                                                205                                                       

     Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons  \
0                                                 3228                                                         
1                                                  155                                                         
2                                                  618                                                         
3                                                  161                                                         
4                                                 1291                                                         
..                                                 ...                                                         
107                                               6210                                                         
108                                               2931                                                         
109                                                659                                                         
110                                                330                                                         
111                                                 86                                                         

     Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group  \
0                                                  973                                      
1                                                  375                                      
2                                                  331                                      
3                                                  139                                      
4                                                  303                                      
..                                                 ...                                      
107                                               9212                                      
108                                              15793                                      
109                                                288                                      
110                                                236                                      
111                                                498                                      

     Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons  \
0                                                 1940                                                 
1                                                  367                                                 
2                                                  782                                                 
3                                                  225                                                 
4                                                 1470                                                 
..                                                 ...                                                 
107                                              10879                                                 
108                                               8698                                                 
109                                                748                                                 
110                                                717                                                 
111                                                475                                                 

    Sum of all Vaccination centers  
0                                0  
1                                1  
2                                2  
3                                4  
4                                1  
..                             ...  
107                              5  
108                              1  
109                              3  
110                              3  
111                              1  

[112 rows x 66 columns]
In [27]:
rep1.head()
Out[27]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Female Population Population which have access to a vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Population: No religion Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Population with Very Bad Health Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Population which are not deprived Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Unpaid Part-time Carers <20hrs Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Sum of all Vaccination centers
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 1
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 2
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 4
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1
In [343]:
rep.loc[[82]]
Out[343]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total Cluster1
82 Shropshire Administrative County Administrative County 306129 151606 154523 129674 184779 20483 54671 39927 10291 4302 306129 210268 792 378 127 989 256 1113 69725 22481 3457 142309 106909 41475 11979 129674 59558 42311 22718 4713 374 271869 22835 4046 7379 306129 4905 0.95746 306129 319730.3 129674 298183 7946 306129 292047 1410 312 6105 765 231 669 503 752 216 208 1020 893 302 164 114 179 239 2 3 2 4 11 0 1.085714 1.9 #DF2020 (260508.0, 516599.25] 299874 580 3089 2168 418 2
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [28]:
rep12=rep1.iloc[:,3:]
In [ ]:
In [98]:
x=rep12[rep12.columns[:-1]]
y=rep12['Sum of all Vaccination centers']

x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3)
In [90]:
x.isnull().sum()
#no loss
Out[90]:
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons                                                0
Combined_England_dataset_Engineered_Sex : Males - Unit : Persons                                                     0
Female Population                                                                                                    0
Population which have access to a vehicle                                                                            0
Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)    0
                                                                                                                    ..
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons                  0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons                0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons              0
Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group                                 0
Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons                      0
Length: 62, dtype: int64
In [91]:
y.isnull().sum()
#split no loss(checking)
Out[91]:
0
In [99]:
print(x_train.shape)
print(y_train.shape)
print(x_test.shape)
print(y_test.shape)

(78, 62)
(78,)
(34, 62)
(34,)
In [100]:
x_train
Out[100]:
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Female Population Population which have access to a vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Population: No religion Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Population with Very Bad Health Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Population which are not deprived Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Unpaid Part-time Carers <20hrs Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons
0 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940
42 253957 127397 126560 94902 94042 29985 42744 16986 3942 1245 253957 106660 3617 26261 651 35666 22749 1540 40351 16462 2814 124442 89064 28552 9085 94902 35413 33763 19203 5774 749 231647 13897 3623 4790 253957 2897 45.360640 253957 5598.62 94902 251961 1996 253957 96264 4775 183 29283 2273 1730 3390 2956 48161 13676 2189 2405 20826 10787 3381 2645 3638 5395
36 239056 118023 121033 84268 100326 19811 37013 20993 5012 1439 239056 89181 2700 60407 10538 29881 2752 5945 22871 14781 2638 113731 86069 28329 8289 84268 35196 28917 15813 3892 450 214436 15889 3947 4784 239056 4251 47.366810 239056 5046.91 84268 236970 2086 239056 73826 7336 181 19648 2344 1053 3417 2685 63051 7797 1378 2629 26953 8526 6812 4370 3708 3342
74 183631 90859 92772 74023 83910 18412 33372 17712 3452 1075 183631 104202 463 2320 144 17251 1184 591 45183 12293 2076 81275 68493 24362 7425 74023 29667 24589 15215 4115 437 165941 10732 2616 4342 183631 2040 5.347777 183631 34337.82 74023 181827 1804 183631 130232 1257 560 19495 1542 827 1384 1195 4636 12078 229 872 3677 2480 1174 510 428 1055
99 254096 130906 123190 101257 43589 63797 32329 4450 521 160 254096 68808 2726 4200 1283 87696 821 825 48648 39089 4129 128468 83209 27062 11228 101257 33144 36199 20987 9432 1495 234740 10931 3510 4915 254096 1497 128.532500 254096 1976.90 101257 250343 3753 254096 79231 3863 175 31550 2837 1509 2961 3053 6787 2442 81377 8109 5786 9495 5341 3793 2573 3214
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
33 182493 88914 93579 80590 43843 44524 29496 5661 730 179 182493 98808 2060 2097 1161 18242 442 857 43487 15339 2364 103036 53374 17188 6531 80590 33427 27335 13749 5240 839 170159 7936 1867 2531 182493 2327 111.249100 182493 1640.40 80590 180652 1841 182493 81989 6321 217 35695 2769 1495 2649 3131 3451 1612 1056 3140 7376 10552 7111 3842 5228 4859
97 157705 77823 79882 62353 79764 12527 27384 17007 3973 1462 157705 99891 615 1178 221 3164 1224 456 41061 9895 1628 76012 54788 19389 5888 62353 24074 21335 13349 3283 312 143099 8613 2172 3821 157705 1302 9.652886 157705 16337.60 62353 157072 633 157705 127587 1108 308 6426 1056 670 683 690 2234 534 682 828 1649 9742 1336 1245 254 673
54 713653 347605 366048 306971 402731 55407 137635 87271 19598 7060 713653 489184 1345 1486 439 2780 453 2605 164628 50733 9254 307017 256638 107948 32796 306971 127466 103324 61903 13237 1041 634391 48281 10205 20776 713653 9048 1.205369 713653 592061.90 306971 698748 14905 713653 663741 3278 617 28848 2073 815 1798 1504 2474 584 496 1737 2025 1540 661 360 420 682
108 226771 115639 111132 110157 50502 69574 32969 6103 1051 460 226771 101221 3286 4323 7403 40482 514 1308 47064 21170 3547 122920 68181 22670 9453 110157 43480 38278 18840 7912 1647 210317 10371 2587 3496 226771 3249 93.015176 226771 2438.00 110157 220395 6376 226771 81577 5140 79 54333 1907 1964 3695 4118 7429 2344 6531 6180 10318 9239 4495 2931 15793 8698
52 329839 162884 166955 123125 110395 45375 51864 20787 3975 1124 329839 106872 1224 50087 295 61440 14457 1839 75280 18345 4930 148108 117551 44278 14972 123125 40214 41982 29765 9915 1249 298874 17503 5533 7929 329839 3332 44.989410 329839 7331.48 123125 321527 8312 329839 148629 2524 417 15066 4691 1161 3388 2340 93335 8067 3642 4245 13181 12480 4790 3315 3311 5257

78 rows × 62 columns

In [306]:
rep.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\rep3.csv", index = False)
In [ ]:

Random Forrest Modelling

In [101]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import matplotlib
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import StratifiedKFold
from sklearn.metrics import roc_curve, auc
%matplotlib inline
matplotlib.rcParams.update({'font.size': 20})
In [102]:
def plot_confusion_matrix(cm, classes=None, title='confusion matrix'):
    """Plots a confusion matrix"""
    if classes is not None:
        sns.heatmap(cm, xticklabels=classes, yticklabels=classes,vmin=0., vmax=1., annot=True, annot_kws={'size':20})
    else:
        sns.heatmap(cm, vmin=0., vmax=1.)
    plt.title(title)
    plt.ylabel('True label')
    plt.xlabel('Predicted label')
In [103]:
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import confusion_matrix
#from sklearn.metrics import plot_confusion_matrix
from sklearn.metrics import accuracy_score, confusion_matrix, r2_score

# Create the model with 100 trees
model = RandomForestClassifier(n_estimators=100, 
                               criterion='entropy')
# Fit on training data
model.fit(x_train, y_train)
prediction_test = model.predict(X=x_test)

#Accuracy on Test
print("Training Accuracy is: ",model.score(x_train,y_train))

#Accuracy on Train
print("Testing Accuracy is: ", model.score(x_test, y_test))

#Confusion Matrix
cm = confusion_matrix(y_test, prediction_test)
cm_norm=cm/cm.sum(axis=1)[:,np.newaxis]
plt.figure()
plot_confusion_matrix(cm_norm, classes=model.classes_)

Training Accuracy is:  1.0
Testing Accuracy is:  0.6470588235294118
In [309]:
# Features for feature importances
features = list(x_train.columns)
In [315]:
features
Out[315]:
['Combined_England_dataset_Engineered_Sex : Total\\ Sex - Unit : Persons',
 'Combined_England_dataset_Engineered_Sex : Males - Unit : Persons',
 'Female Population',
 'Population which have access to a vehicle',
 'Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)',
 'Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles',
 'Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle',
 'Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles',
 'Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles',
 'Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Total\\ Religion - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons',
 'Population: No religion',
 'Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons',
 'Population with Very Bad Health',
 'Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons',
 'Combined_England_dataset_Engineered_General health : Good health - Unit : Persons',
 'Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons',
 'Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons',
 'Combined_England_dataset_Engineered_Total households examined using deprivation indexes',
 'Population which are not deprived',
 'Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions',
 'Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions',
 'Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions',
 'Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions',
 'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons',
 'Unpaid Part-time Carers <20hrs',
 'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons',
 'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons',
 'Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\\ Provision of unpaid care - Unit : Persons',
 'Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons',
 'Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons',
 'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons',
 'Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares',
 'Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households',
 'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons',
 'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons',
 'Combined_England_dataset_Engineered_Total\\ Ethnic group - Unit : Persons',
 'Combined_England_dataset_Engineered_White\\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons',
 'Combined_England_dataset_Engineered_White\\ Irish - Unit : Persons',
 'Combined_England_dataset_Engineered_White\\ Gypsy or Irish Traveller - Unit : Persons',
 'Combined_England_dataset_Engineered_White\\ Other White - Unit : Persons',
 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ White and Black Caribbean - Unit : Persons',
 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ White and Black African - Unit : Persons',
 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ White and Asian - Unit : Persons',
 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ Other Mixed - Unit : Persons',
 'Combined_England_dataset_Engineered_Asian/Asian British\\ Indian - Unit : Persons',
 'Combined_England_dataset_Engineered_Asian/Asian British\\ Pakistani - Unit : Persons',
 'Combined_England_dataset_Engineered_Asian/Asian British\\ Bangladeshi - Unit : Persons',
 'Combined_England_dataset_Engineered_Asian/Asian British\\ Chinese - Unit : Persons',
 'Combined_England_dataset_Engineered_Asian/Asian British\\ Other Asian - Unit : Persons',
 'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\\ African - Unit : Persons',
 'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\\ Caribbean - Unit : Persons',
 'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\\ Other Black - Unit : Persons',
 'Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group',
 'Combined_England_dataset_Engineered_Other ethnic group\\ Any other ethnic group - Unit : Persons']
In [ ]:
In [ ]:
In [311]:
import pandas as pd

# Extract feature importances
fi = pd.DataFrame({'feature': list(x_train.columns),
                   'importance': model.feature_importances_}).\
                    sort_values('importance', ascending = False)
In [313]:
# Display
fi
Out[313]:
feature importance
32 Unpaid Part-time Carers <20hrs 0.045804
44 Combined_England_dataset_Engineered_White\ Eng... 0.041151
34 Combined_England_dataset_Engineered_Care (unpa... 0.036062
11 Combined_England_dataset_Engineered_Religion [... 0.034903
4 Combined_England_dataset_Engineered_Total numb... 0.033874
26 Population which are not deprived 0.029244
35 Combined_England_dataset_Engineered_Care (unpa... 0.028650
25 Combined_England_dataset_Engineered_Total hous... 0.028326
2 Female Population 0.025278
23 Combined_England_dataset_Engineered_General he... 0.024714
18 Population: No religion 0.023363
1 Combined_England_dataset_Engineered_Sex : Male... 0.022642
6 Combined_England_dataset_Engineered_Number of ... 0.022602
10 Combined_England_dataset_Engineered_Religion [... 0.022366
8 Combined_England_dataset_Engineered_Number of ... 0.022128
40 Combined_England_dataset_Engineered_Population... 0.021530
21 Combined_England_dataset_Engineered_General he... 0.020378
38 Combined_England_dataset_Engineered_Population... 0.020012
9 Combined_England_dataset_Engineered_Number of ... 0.019481
39 Combined_England_dataset_Engineered_Population... 0.019475
60 Combined_England_dataset_Engineered_Number of ... 0.019258
0 Combined_England_dataset_Engineered_Sex : Tota... 0.018129
3 Population which have access to a vehicle 0.017306
24 Combined_England_dataset_Engineered_General he... 0.016842
59 Combined_England_dataset_Engineered_Black/Afri... 0.016698
55 Combined_England_dataset_Engineered_Asian/Asia... 0.016192
27 Combined_England_dataset_Engineered_Number of ... 0.016045
50 Combined_England_dataset_Engineered_Mixed/mult... 0.016030
43 Combined_England_dataset_Engineered_Total\ Eth... 0.015626
61 Combined_England_dataset_Engineered_Other ethn... 0.014183
48 Combined_England_dataset_Engineered_Mixed/mult... 0.013757
29 Combined_England_dataset_Engineered_Number of ... 0.013587
12 Combined_England_dataset_Engineered_Religion [... 0.013094
53 Combined_England_dataset_Engineered_Asian/Asia... 0.012907
19 Combined_England_dataset_Engineered_Religion [... 0.012850
5 Combined_England_dataset_Engineered_Total Numb... 0.012557
49 Combined_England_dataset_Engineered_Mixed/mult... 0.012349
45 Combined_England_dataset_Engineered_White\ Iri... 0.011695
58 Combined_England_dataset_Engineered_Black/Afri... 0.010897
14 Combined_England_dataset_Engineered_Religion [... 0.010664
36 Combined_England_dataset_Engineered_Population... 0.010486
31 Combined_England_dataset_Engineered_Care (unpa... 0.010375
37 Combined_England_dataset_Engineered_Population... 0.009751
47 Combined_England_dataset_Engineered_White\ Oth... 0.009718
51 Combined_England_dataset_Engineered_Mixed/mult... 0.009485
22 Combined_England_dataset_Engineered_General he... 0.009412
56 Combined_England_dataset_Engineered_Asian/Asia... 0.009401
30 Combined_England_dataset_Engineered_Number of ... 0.009266
16 Combined_England_dataset_Engineered_Religion [... 0.008836
20 Population with Very Bad Health 0.008426
13 Combined_England_dataset_Engineered_Religion [... 0.008370
42 Combined_England_dataset_Engineered_Population... 0.007787
57 Combined_England_dataset_Engineered_Black/Afri... 0.007586
46 Combined_England_dataset_Engineered_White\ Gyp... 0.006682
54 Combined_England_dataset_Engineered_Asian/Asia... 0.006399
33 Combined_England_dataset_Engineered_Care (unpa... 0.006263
7 Combined_England_dataset_Engineered_Number of ... 0.005823
41 Combined_England_dataset_Engineered_Population... 0.005716
52 Combined_England_dataset_Engineered_Asian/Asia... 0.004959
28 Combined_England_dataset_Engineered_Number of ... 0.004532
15 Combined_England_dataset_Engineered_Religion [... 0.004385
17 Combined_England_dataset_Engineered_Religion [... 0.003690
In [ ]:
In [ ]:
In [104]:
#Hyperparameter Tuning

from itertools import product
n_estimators = 100
max_features = [1,'sqrt','log2']
max_depths = [None, 2, 3, 4, 5]

for f, d in product (max_features, max_depths): #with product we can interate through all possible combinations
    model = RandomForestClassifier(n_estimators=n_estimators,
                                  criterion='entropy',
                                  max_features=f,
                                  max_depth=d,
                                  n_jobs=2,
                                  random_state=1620)
    model.fit(x_train,y_train)
    prediction_test = model.predict(X=x_test)
    print('Classification accuracy on test set with max features = {} and max_depth = {}: {:.3f}'.format(f,d,accuracy_score(y_test,prediction_test)))
    cm = confusion_matrix(y_test, prediction_test)
    cm_norm = cm/cm.sum(axis=1)[:,np.newaxis]
    plt.figure()
    plot_confusion_matrix(cm_norm, classes=model.classes_,
                         title='Confusion matrix accuracy on test set with max features = {} and max_depth = {}: {:,.3f}'.format(f,d,accuracy_score(y_test,prediction_test)))
    
    
    
    
    

Classification accuracy on test set with max features = 1 and max_depth = None: 0.618
Classification accuracy on test set with max features = 1 and max_depth = 2: 0.559
Classification accuracy on test set with max features = 1 and max_depth = 3: 0.588
Classification accuracy on test set with max features = 1 and max_depth = 4: 0.618
Classification accuracy on test set with max features = 1 and max_depth = 5: 0.618
Classification accuracy on test set with max features = sqrt and max_depth = None: 0.647
Classification accuracy on test set with max features = sqrt and max_depth = 2: 0.559
Classification accuracy on test set with max features = sqrt and max_depth = 3: 0.588
Classification accuracy on test set with max features = sqrt and max_depth = 4: 0.618
Classification accuracy on test set with max features = sqrt and max_depth = 5: 0.647
Classification accuracy on test set with max features = log2 and max_depth = None: 0.676
Classification accuracy on test set with max features = log2 and max_depth = 2: 0.559
Classification accuracy on test set with max features = log2 and max_depth = 3: 0.588
Classification accuracy on test set with max features = log2 and max_depth = 4: 0.647
Classification accuracy on test set with max features = log2 and max_depth = 5: 0.647

Notes:

XGB = extreame Gradient boosting 
 - different machine learning models into one
 - instead of aggregating predictions, boosters turn weak learners into strong learners by focusing where individual models went wrong

 - Trains using residuals. instead of aggregating trees, gradient boosed trees learns from errors during each boosting round.
In [77]:
prediction_test
Out[77]:
array([1, 1, 1, 1, 4, 2, 1, 1, 2, 5, 2, 1, 1, 1, 1, 2, 5, 1, 1, 5, 1, 3,
       5, 1, 1, 4, 1, 4, 4, 1, 1, 3, 3, 4])
In [79]:
x_test
Out[79]:
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Female Population Population which have access to a vehicle Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Population: No religion Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons Population with Very Bad Health Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons Combined_England_dataset_Engineered_General health : Good health - Unit : Persons Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons Combined_England_dataset_Engineered_Total households examined using deprivation indexes Population which are not deprived Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons Unpaid Part-time Carers <20hrs Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons
77 205056 103201 101855 85473 81389 28533 37396 15776 2948 820 205056 106999 1162 1282 235 7162 468 1050 71826 14872 2359 97795 71443 25464 7995 85473 35779 28114 16105 4894 581 187920 10794 2239 4103 205056 1610 50.742120 205056 4041.14 85473 200052 5004 205056 172313 1071 85 7713 1103 935 2381 1048 2911 539 3649 2611 2764 2958 540 279 1078 1078
47 256406 128420 127986 112596 90240 45748 47612 16002 2588 646 256406 140753 771 439 172 5447 289 794 89336 18405 4130 110555 89572 38102 14047 112596 37719 37207 27899 9024 747 232770 12602 3622 7412 256406 1488 35.886470 256406 7144.92 112596 252748 3658 256406 229920 550 284 10567 871 821 945 817 1086 882 755 2124 1624 2472 236 288 1134 1030
45 158649 78194 80455 78536 44536 43982 26866 6204 1046 438 158649 86005 2447 1386 3320 15812 263 778 32669 15969 1875 91764 45189 14464 5357 78536 34278 27161 11908 4366 823 147671 7472 1552 1954 158649 3093 130.796000 158649 1212.95 78536 155939 2710 158649 62271 3715 119 45912 1695 1148 3021 3122 2577 911 836 3968 7569 5536 3257 1540 6455 4997
1 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367
26 526671 253764 272907 231905 292118 50674 100340 60173 14750 5968 526671 315659 2190 1501 1074 4201 178 3508 155723 42637 6886 230697 187695 77795 23598 231905 98156 78965 43629 10054 1101 467262 39537 6745 13127 526671 7111 3.082554 526671 170855.40 231905 515598 11073 526671 482769 3966 815 17872 1947 1023 2584 1919 2253 317 1042 1931 3600 1800 771 341 638 1083
10 309392 148588 160804 130862 153908 30723 59613 30909 7072 2545 309392 187656 1580 4987 957 7841 736 1138 80303 24194 2818 154998 105574 36098 9904 130862 63450 41818 20141 4931 522 278380 21274 3439 6299 309392 4757 20.604910 309392 15015.45 130862 307023 2369 309392 239478 4463 580 16349 3897 1335 3016 2649 6215 1014 1265 2768 4805 9819 6609 2258 870 2002
65 159616 78247 81369 69707 70625 21481 30338 14469 2638 781 159616 96836 347 386 64 1332 158 533 48476 11484 2153 70242 55935 23779 7507 69707 26569 23201 15505 4132 300 143623 9114 2117 4762 159616 1387 8.320054 159616 19184.49 69707 157786 1830 159616 152240 414 26 2741 381 161 369 275 513 195 268 605 548 306 71 34 265 204
35 254926 126224 128702 101955 61515 52851 38911 8507 1333 353 254926 114659 2829 4539 7643 36130 808 1303 64202 22813 3780 126485 85567 28444 10650 101955 36356 34280 21949 7968 1402 236039 11812 2904 4171 254926 2774 86.157120 254926 2958.85 101955 253236 1690 254926 88424 6997 370 58552 4856 2609 3738 5345 5945 1920 4417 3744 8124 23037 18087 6706 2229 9826
63 307984 160336 147648 101519 61092 52849 38531 8405 1386 348 307984 123119 2446 26962 342 98456 6421 1090 29373 19775 4564 149269 106549 34839 12763 101519 25356 38692 26412 9748 1311 283380 13094 5191 6319 307984 2461 85.023030 307984 3622.36 101519 306009 1975 307984 51516 2172 462 35066 3957 3319 2677 3992 42484 30307 37262 3930 19912 37811 15050 7395 3523 7149
46 1463740 715613 748127 605638 790956 121094 258442 169541 40616 15945 1463740 915200 6802 10943 1777 13932 10545 6145 391591 106805 16669 683205 510399 194931 58536 605638 264980 200070 111252 26476 2860 1311963 97464 18432 35881 1463740 19074 4.130744 1463740 354352.60 605638 1435745 27995 1463740 1303558 10239 4685 52620 6266 2997 7520 5324 18136 2406 3381 5978 17713 11523 3293 1400 1535 5166
7 311215 156468 154747 110286 87802 47419 43598 14884 3429 956 311215 129080 4300 55449 4357 58036 1709 3768 33054 21462 4281 149695 108169 36731 12339 110286 34085 40538 25540 8741 1382 284605 15813 4938 5859 311215 3321 71.981860 311215 4323.52 110286 308895 2320 311215 55887 12320 320 44353 4291 2820 3642 5022 58017 14381 1749 3250 28589 24391 23723 10518 11430 6512
67 202566 98463 104103 88227 121381 15151 36867 27620 6248 2341 202566 123545 554 340 157 869 95 939 60867 15200 2382 93803 70435 27670 8276 88227 41762 28397 14492 3212 364 180253 15172 2577 4564 202566 2727 5.419304 202566 37378.60 88227 199225 3341 202566 190553 1113 176 5234 681 256 698 398 817 111 299 619 590 383 188 61 127 262
99 254096 130906 123190 101257 43589 63797 32329 4450 521 160 254096 68808 2726 4200 1283 87696 821 825 48648 39089 4129 128468 83209 27062 11228 101257 33144 36199 20987 9432 1495 234740 10931 3510 4915 254096 1497 128.532500 254096 1976.90 101257 250343 3753 254096 79231 3863 175 31550 2837 1509 2961 3053 6787 2442 81377 8109 5786 9495 5341 3793 2573 3214
74 183631 90859 92772 74023 83910 18412 33372 17712 3452 1075 183631 104202 463 2320 144 17251 1184 591 45183 12293 2076 81275 68493 24362 7425 74023 29667 24589 15215 4115 437 165941 10732 2616 4342 183631 2040 5.347777 183631 34337.82 74023 181827 1804 183631 130232 1257 560 19495 1542 827 1384 1195 4636 12078 229 872 3677 2480 1174 510 428 1055
2 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782
72 305680 153777 151903 126131 96284 55093 50614 16785 2830 809 305680 135216 2051 4498 1069 26919 4312 1483 106954 23178 4666 141038 103332 41581 15063 126131 43326 42708 29144 9942 1011 278726 15211 4314 7429 305680 2556 40.969500 305680 7461.16 126131 289738 15942 305680 199990 2819 326 15563 12166 2004 3304 2791 9901 16771 1049 5988 6330 9877 9382 2926 2372 2121
34 1317788 644938 672850 545254 796638 80005 220861 182611 44568 17209 1317788 822179 7246 8928 1286 7999 2389 5694 367060 95007 11651 646983 460937 156806 41411 545254 274142 173320 80170 16139 1483 1184850 92224 14286 26428 1317788 20446 3.581969 1317788 367894.90 545254 1296211 21577 1317788 1209405 7361 2069 33288 4800 2340 6880 4031 10731 1803 2143 5605 15074 5090 2180 1028 1262 2698
31 246270 122029 124241 101690 41800 65721 31157 4129 525 158 246270 95131 3075 1577 15477 34727 1872 1311 69454 23646 4109 128442 75699 26837 11183 101690 31994 36314 22514 9308 1560 228322 10734 3094 4120 246270 2221 129.184000 246270 1906.35 101690 244433 1837 246270 89030 5216 474 39897 4989 2866 3020 4994 7599 1905 6180 3436 6747 27976 19168 9714 1721 11338
94 190146 92443 97703 78174 91266 18303 36110 18214 4118 1429 190146 111086 1368 8038 486 7726 325 796 46817 13504 1716 92668 67563 22127 6072 78174 35636 26211 12776 3195 356 171848 12436 2242 3620 190146 2587 43.362630 190146 4385.02 78174 188695 1451 190146 134854 3219 193 11183 2298 838 2286 1712 6454 2595 1183 2240 9563 5471 2742 907 976 1432
105 2736460 1346950 1389510 1086748 1123244 341972 451747 228970 48790 15269 2736460 1471780 9119 59768 3060 332684 116715 15181 554152 174001 43274 1212508 946206 394508 139964 1086748 382438 356868 261039 78436 7967 2443594 170134 45516 77216 2736460 24671 30.349860 2736460 90163.85 1086748 2693432 43028 2736460 1806708 39183 1618 71629 53234 6053 21964 14953 185271 200545 48727 21430 59008 55557 79632 28880 16029 26039
79 135177 65655 69522 59605 64747 16935 25367 13646 2832 825 135177 95111 187 64 33 598 43 362 30054 8725 2415 57285 45844 21449 8184 59605 22517 19351 13773 3681 283 119143 9004 2450 4580 135177 1096 5.519792 135177 24489.51 59605 133929 1248 135177 131928 415 85 775 298 107 273 175 91 295 94 155 234 80 34 8 37 93
9 428234 213071 215163 182747 190530 52814 82483 37858 7172 2420 428234 200254 2549 2712 777 22016 2133 2793 160218 34782 5425 209024 143283 52446 18056 182747 77443 58827 34808 10430 1239 388096 25709 5253 9176 428234 3927 39.069740 428234 10960.76 182747 418814 9420 428234 333432 3851 359 21950 7389 1533 3402 3114 6547 6863 2104 3886 4255 12085 6727 6922 1272 2543
59 1381189 671034 710155 602087 569170 211215 247753 116033 21323 5763 1381189 1022711 3908 4386 3014 19247 955 3090 238198 85680 26021 635847 432820 199347 87154 602087 218490 189669 141216 48380 4332 1215284 92343 26529 47033 1381189 12265 21.417740 1381189 64488.08 602087 1355114 26075 1381189 1268277 13342 457 23227 6395 4894 4638 5027 7896 2566 2366 11554 6023 9792 2066 2694 6379 3596
111 198051 96254 101797 83552 90126 21808 38999 18535 3210 1000 198051 117856 1016 983 202 2072 133 747 59646 15396 1819 98402 67709 23752 6369 83552 41409 26882 12526 2524 211 179827 12701 1934 3589 198051 2638 7.282992 198051 27193.63 83552 190392 7659 198051 178613 1103 269 6746 529 305 873 706 1531 417 370 2449 1973 903 205 86 498 475
32 125746 61368 64378 53312 59007 14380 22923 12893 2418 698 125746 94314 216 194 44 267 55 303 23543 6810 2133 58684 39693 17504 7732 53312 20060 16642 12238 4105 267 110728 8009 2440 4569 125746 1001 15.898060 125746 7909.52 53312 124874 872 125746 121210 654 41 1136 465 253 330 308 282 44 60 308 249 95 134 31 54 92
29 596984 292586 304398 254615 353020 43480 106491 78426 18960 7258 596984 379144 1772 2222 539 5741 449 2940 159496 44681 5780 283942 210173 76317 20772 254615 122736 81780 40770 8529 800 534340 43596 6830 12218 596984 9279 2.250011 596984 265324.90 254615 586018 10966 596984 546599 3759 731 18558 3627 923 2353 1758 5729 942 960 1911 2891 2090 2313 747 364 729
61 138412 67732 70680 57203 51821 21488 22963 10207 1945 600 138412 87511 370 591 45 9757 564 246 30797 8531 2542 62855 45295 19719 8001 57203 19729 18615 13717 4789 353 124252 7516 2301 4343 138412 1040 25.691470 138412 5387.47 57203 136156 2256 138412 119106 574 85 2290 541 452 904 465 1477 6811 244 904 1332 1470 92 169 950 546
92 728163 359787 368376 310745 416500 55661 135039 90758 21254 8033 728163 443632 2094 2274 677 5818 626 2934 215921 54187 7547 334121 260145 99088 27262 310745 136271 104965 56586 11900 1023 650418 51507 9044 17194 728163 9780 1.916126 728163 380018.40 310745 714113 14050 728163 661458 3744 604 27389 4733 1785 2787 3167 3999 697 2253 2159 4023 2624 2509 1721 320 2191
51 650489 321416 329073 267434 380884 40821 110471 88377 20566 7199 650489 392363 1546 18508 528 9096 7978 2381 176123 41966 6053 308763 230844 82862 21967 267434 130582 84605 43817 7884 546 579761 48671 8017 14040 650489 9344 3.123029 650489 208287.90 267434 636274 14215 650489 578432 3528 411 12396 3024 714 3262 1551 28598 2099 2313 3502 4265 1990 1379 418 866 1741
39 183477 90302 93175 78319 111829 12826 32556 23805 6395 2737 183477 124403 562 228 131 364 80 893 41766 15050 2151 83874 64494 25517 7441 78319 34469 26487 13969 3131 263 162801 13998 2362 4316 183477 3080 0.841741 183477 217973.20 78319 180595 2882 183477 171922 709 363 7175 407 146 415 302 490 80 32 277 560 160 103 68 105 163
76 147645 72121 75524 63530 84638 11245 28006 18431 4322 1526 147645 89243 538 511 404 1035 79 717 43922 11196 1780 68689 51486 19849 5841 63530 28688 21222 11125 2264 231 131433 10761 1846 3605 147645 1718 22.801160 147645 6475.33 63530 145103 2542 147645 135698 756 214 4855 491 246 680 499 1098 96 382 698 1002 329 119 72 127 283
70 316028 154124 161904 138534 168974 30543 60875 36916 7671 2529 316028 216673 578 335 169 1018 494 980 75620 20161 4359 138990 108458 48580 15641 138534 60451 44844 26716 6150 373 280331 22304 4553 8840 316028 3922 0.630415 316028 501301.80 138534 310591 5437 316028 307097 833 156 2980 515 230 624 323 939 351 295 452 621 193 114 31 73 201
14 370127 181409 188718 159441 224179 25709 65543 52217 11763 4209 370127 254940 882 1328 581 2438 279 1065 83973 24641 3914 181595 123065 47306 14247 159441 79623 48842 25289 5287 400 330124 27525 4454 8024 370127 6056 3.173307 370127 116637.60 159441 365065 5062 370127 346264 2241 313 9122 1341 461 1293 778 2147 856 504 1125 1428 664 511 227 338 514
15 534476 258907 275569 231378 311157 40429 103219 65012 16305 6413 534476 319575 1735 557 393 858 105 3621 162062 45570 7634 241894 179559 79429 25960 231378 92952 80131 45994 11162 1139 471064 39217 8304 15891 534476 6185 1.500258 534476 356256.00 231378 525555 8921 534476 511715 2056 635 10619 1251 493 1562 1112 837 107 280 1004 1208 293 369 102 189 644
In [ ]:
In [307]:
rep
Out[307]:
NAME_2 TYPE_2 ENGTYPE_2 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons Combined_England_dataset_Engineered_Sex : Males - Unit : Persons Combined_England_dataset_Engineered_Sex : Females - Unit : Persons Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle No.cars_privately_accessible No_access_to_vehicle 1_vehicle_access 2_vehicle_access 3_vehicle_access 4_vehicle_access Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons verybad_health verygood_health good_health fair_health bad_health Combined_England_dataset_Engineered_Total households examined using deprivation indexes not_deprived deprived_1 deprived_2 deprived_3 deprived_4 no_care_duties care_duties_0_19 care_duties_20_49 care_duties_50_plus Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons communal_establishments Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons Combined_England_dataset_Engineered_White\ Irish - Unit : Persons Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons Combined_England_dataset_Engineered_White\ Other White - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons Vaccination_Centers_count Phamacy_Vaccination_Centers_count Hospital_hubs_Vacc_Centers_count GP_Vacc_Center_count Sum of all Vaccination centers cluster cen_x cen_y c Density qBins White No.total Black No.total Asian No.total Mixed No.total Arab_other No.total Cluster1
0 Barking and Dagenham London Borough London Borough 185911 90237 95674 69681 56966 27618 30183 9557 1859 464 185911 104101 842 4464 425 25520 2952 533 35106 11968 2644 87819 62720 24042 8686 69681 19618 24953 18382 6027 701 169710 8637 2941 4623 185911 1654 51.512590 185911 3609.04 69681 184901 1010 185911 91949 1730 182 14525 2669 2128 1246 1835 7436 8007 7701 1315 5135 28685 5227 3228 973 1940 0 2 0 2 4 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 108386 37140 29594 7878 2913 2
1 Bath and North East Somerset Unitary Authority Unitary Authority 176016 86072 89944 73515 92628 16158 31073 19957 4511 1816 176016 99468 941 535 254 1179 140 935 57626 14938 1598 88882 58849 20856 5831 73515 36446 23106 11348 2351 264 158431 12396 1989 3200 176016 2937 5.090981 176016 34574.08 73515 169977 6039 176016 158640 1146 58 6629 951 292 954 701 1116 170 219 1912 1160 499 672 155 375 367 0 2 2 3 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 166473 1326 4577 2898 742 2
2 Bedfordshire Administrative County Administrative County 157479 77312 80167 63812 83041 13137 26678 18037 4323 1637 157479 93346 509 2420 171 8610 3336 1506 37229 10352 1548 73860 56663 19812 5596 63812 29041 20595 11212 2671 293 141395 10838 2055 3191 157479 2392 3.305521 157479 47641.20 63812 154536 2943 157479 112588 1683 115 12460 2396 587 1366 1037 8122 3270 3225 905 2410 2741 2843 618 331 782 5 2 2 6 15 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 126846 6202 17932 5386 1113 2
3 Berkshire County County 153822 76321 77501 62340 96617 7759 24042 22437 5858 2244 153822 97896 495 1106 212 1218 236 607 41042 11010 1047 79432 53069 16456 3818 62340 33452 18842 8218 1667 161 139534 10313 1466 2509 153822 3036 2.184450 153822 70416.82 62340 150878 2944 153822 139044 1284 164 5362 776 262 831 551 1675 473 225 659 776 701 514 161 139 225 2 5 2 16 25 2 1.758621 7.000000 #2095DF (7374.999, 186720.25] 145854 1376 3808 2420 364 2
4 Bexley London Borough London Borough 231997 111676 120321 92604 108507 21918 42054 21708 5204 1720 231997 144093 1377 3547 234 5645 4156 724 55995 16226 2525 111323 80446 29015 8688 92604 38457 31937 17839 4048 323 208475 14752 3051 5719 231997 2577 38.308940 231997 6055.95 92604 230902 1095 231997 179250 2596 624 7492 1676 983 1369 1367 7047 730 777 2514 4175 15952 2381 1291 303 1470 1 3 1 4 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 189962 19624 15243 5395 1773 2
5 Blackburn with Darwen Unitary Authority Unitary Authority 147489 73547 73942 57353 58447 17502 25110 11819 2256 666 147489 77599 306 574 54 39817 161 295 20374 8309 2335 66991 49010 20725 8428 57353 20599 18421 13105 4779 449 131733 8769 2691 4296 147489 1467 10.764690 147489 13701.18 57353 145827 1662 147489 98144 794 161 2910 315 162 989 357 19791 17801 1525 721 1656 614 202 117 585 645 1 2 1 2 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 102009 933 41494 1823 1230 2
6 Bournemouth Unitary Authority Unitary Authority 183491 91386 92105 82374 92927 21333 36807 18763 3961 1510 183491 104828 1215 1292 1343 3264 156 1216 55911 14266 2401 84955 63260 24866 8009 82374 33804 27788 15624 4371 787 166166 11280 2260 3785 183491 1785 39.734900 183491 4617.88 82374 179138 4353 183491 153752 1355 218 13472 1043 601 1396 1151 1940 213 408 1840 2665 1208 380 176 693 980 1 1 0 6 8 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 168797 1764 7066 4191 1673 2
7 Brent London Borough London Borough 311215 156468 154747 110286 87802 47419 43598 14884 3429 956 311215 129080 4300 55449 4357 58036 1709 3768 33054 21462 4281 149695 108169 36731 12339 110286 34085 40538 25540 8741 1382 284605 15813 4938 5859 311215 3321 71.981860 311215 4323.52 110286 308895 2320 311215 55887 12320 320 44353 4291 2820 3642 5022 58017 14381 1749 3250 28589 24391 23723 10518 11430 6512 1 1 0 5 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 112880 58632 105986 15775 17942 2
8 Brighton and Hove Unitary Authority Unitary Authority 273369 136108 137261 121540 104397 46415 51727 19078 3294 1026 273369 117276 2742 1792 2670 6095 342 2409 115954 24089 3277 134673 91970 32298 11151 121540 52226 39931 21628 6704 1051 249402 16401 2850 4716 273369 2749 33.068660 273369 8266.71 121540 266059 7310 273369 220018 3772 198 19524 2182 2019 3351 2856 2996 649 1367 2999 3267 2893 879 416 2184 1799 1 1 2 1 5 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 243512 4188 11278 10408 3983 2
9 Bristol Unitary Authority (city) Unitary Authority (city) 428234 213071 215163 182747 190530 52814 82483 37858 7172 2420 428234 200254 2549 2712 777 22016 2133 2793 160218 34782 5425 209024 143283 52446 18056 182747 77443 58827 34808 10430 1239 388096 25709 5253 9176 428234 3927 39.069740 428234 10960.76 182747 418814 9420 428234 333432 3851 359 21950 7389 1533 3402 3114 6547 6863 2104 3886 4255 12085 6727 6922 1272 2543 1 4 1 6 12 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 359592 25734 23655 15438 3815 0
10 Bromley London Borough London Borough 309392 148588 160804 130862 153908 30723 59613 30909 7072 2545 309392 187656 1580 4987 957 7841 736 1138 80303 24194 2818 154998 105574 36098 9904 130862 63450 41818 20141 4931 522 278380 21274 3439 6299 309392 4757 20.604910 309392 15015.45 130862 307023 2369 309392 239478 4463 580 16349 3897 1335 3016 2649 6215 1014 1265 2768 4805 9819 6609 2258 870 2002 1 3 2 5 11 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 260870 18686 16067 10897 2872 2
11 Buckinghamshire Administrative County Administrative County 505283 248346 256937 200727 314138 25261 75300 73419 18882 7865 505283 305804 2207 6244 1511 25781 4657 1803 121190 36086 3902 262901 170886 53987 13607 200727 106894 61449 26862 5007 515 455769 35820 5268 8426 505283 10771 3.228751 505283 156494.90 200727 497299 7984 505283 409793 5377 614 20886 4573 1098 4125 2564 11368 21236 1089 2554 7022 4032 5175 1283 853 1641 1 11 3 10 25 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 436670 10490 43269 12360 2494 0
12 Cambridgeshire Administrative County Administrative County 621210 309560 311650 251241 343690 43588 106212 76970 17830 6641 621210 361532 3264 4142 1652 8990 895 2636 189016 49083 5453 306910 215746 73386 19715 251241 123285 79821 39389 8067 679 561034 41313 6785 12078 621210 9352 2.039267 621210 304624.20 251241 598066 23144 621210 524617 4908 1508 43954 2510 1385 3895 3291 7430 2373 2562 6723 6550 3426 1647 937 1370 2124 6 3 5 19 33 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 574987 6010 25638 11081 3494 0
13 Camden London Borough London Borough 220338 107885 112453 97534 46601 59595 30991 5757 912 279 220338 74821 2789 3141 9823 26643 465 1267 56113 45276 3175 117692 67334 22963 9174 97534 36975 34569 17469 7085 1436 203032 11551 2437 3318 220338 2530 101.091000 220338 2179.60 97534 212443 7895 220338 96937 7053 167 41898 2494 1800 3880 4148 6083 1489 12503 6493 8878 10802 3496 3762 3432 5023 1 1 6 6 14 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 146055 18060 35446 12322 8455 2
14 Cheshire Administrative County Administrative County 370127 181409 188718 159441 224179 25709 65543 52217 11763 4209 370127 254940 882 1328 581 2438 279 1065 83973 24641 3914 181595 123065 47306 14247 159441 79623 48842 25289 5287 400 330124 27525 4454 8024 370127 6056 3.173307 370127 116637.60 159441 365065 5062 370127 346264 2241 313 9122 1341 461 1293 778 2147 856 504 1125 1428 664 511 227 338 514 1 14 4 20 39 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 357940 1402 6060 3873 852 2
15 Cornwall Administrative County Administrative County 534476 258907 275569 231378 311157 40429 103219 65012 16305 6413 534476 319575 1735 557 393 858 105 3621 162062 45570 7634 241894 179559 79429 25960 231378 92952 80131 45994 11162 1139 471064 39217 8304 15891 534476 6185 1.500258 534476 356256.00 231378 525555 8921 534476 511715 2056 635 10619 1251 493 1562 1112 837 107 280 1004 1208 293 369 102 189 644 2 5 1 13 21 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 525025 764 3436 4418 833 0
16 Croydon London Borough London Borough 363378 176224 187154 145010 140049 48523 63183 25836 5571 1897 363378 205022 2381 21739 709 29513 1450 2153 72654 27757 3953 174584 128634 43473 12734 145010 59399 50369 26731 7457 1054 329695 22063 4750 6870 363378 4823 41.999840 363378 8651.89 145010 360230 3148 363378 171740 5369 234 22852 9650 3279 5140 5826 24660 10865 2570 3925 17607 28981 31320 12955 1701 4704 2 4 1 5 12 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 200195 73256 59627 23895 6405 2
17 Cumbria Administrative County Administrative County 499858 246065 253793 222042 273534 47578 99389 57798 12825 4452 499858 359235 1353 559 203 1336 64 1364 101496 34248 6481 225018 172789 71966 23604 222042 96017 72142 41985 10994 904 443363 35927 7265 13303 499858 6584 0.738718 499858 676655.90 222042 490939 8919 499858 482124 1552 315 8266 751 314 881 558 892 316 486 1153 1219 373 141 65 153 299 3 7 4 15 29 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 492257 579 4066 2504 452 0
18 Darlington Unitary Authority Unitary Authority 105564 51483 54081 46670 49794 13052 20682 10450 1962 524 105564 71122 307 317 45 971 361 310 25415 6716 1440 47046 37199 15116 4763 46670 20184 14922 8954 2407 203 94516 6863 1427 2758 105564 1218 5.345686 105564 19747.51 46670 104111 1453 105564 98898 328 350 2019 463 97 350 236 726 145 523 349 462 206 105 46 112 149 1 1 2 1 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 101595 357 2205 1146 261 2
19 Derbyshire Administrative County Administrative County 71116 35071 36045 30744 45168 4557 12383 10233 2506 1065 71116 48869 164 39 56 142 34 241 16477 5094 753 33487 24683 9718 2475 30744 14941 9756 5074 903 70 62113 6568 889 1546 71116 1345 0.897417 71116 79245.21 30744 69562 1554 71116 68835 321 15 946 130 58 173 105 97 84 4 95 118 33 36 18 10 38 0 14 2 14 30 1 2.615385 14.230769 #81DF20 (7374.999, 186720.25] 70117 87 398 466 48 2
20 Derby Unitary Authority (city) Unitary Authority (city) 248752 123046 125706 102271 108124 29593 44344 22930 4220 1184 248752 131129 822 2198 110 19006 8891 985 68668 16943 3249 111837 87060 35193 11413 102271 41618 33029 20996 6054 574 223168 15682 3586 6316 248752 2431 31.878570 248752 7803.11 102271 244625 4127 248752 187386 2319 295 9751 3916 533 1772 1011 10907 14620 658 1292 3618 3156 3405 759 861 2493 1 3 1 1 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 199751 7320 31095 7232 3354 2
21 Devon Administrative County Administrative County 77750 38070 39680 32758 48250 4696 13717 10443 2686 1216 77750 48273 224 96 46 112 5 366 22122 6506 750 36263 27554 10398 2785 32758 14780 11023 5642 1205 108 69298 5798 927 1727 77750 1102 0.851649 77750 91293.48 32758 76866 884 77750 74554 278 88 1776 132 69 169 114 116 7 18 167 120 64 17 13 4 44 3 4 3 17 27 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 76696 94 428 484 48 2
22 Dorset Administrative County Administrative County 412905 201271 211634 180213 253649 28021 78377 54354 14024 5437 412905 269737 1280 550 519 1318 88 2230 104221 32962 4467 184353 148166 59671 16248 180213 80487 62366 31001 5823 536 363583 33362 5456 10504 412905 6281 1.624573 412905 254162.20 180213 403366 9539 412905 394350 1975 555 7437 952 431 1212 805 737 151 525 943 1477 518 295 111 116 315 0 7 2 10 19 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 404317 924 3833 3400 431 0
23 Durham Administrative County Administrative County 513242 251280 261962 223803 248586 60926 96086 52740 10775 3276 513242 369715 1001 607 208 1934 609 1525 107281 30362 9333 217373 171564 82404 32568 223803 87986 68885 51846 14353 733 453187 34336 8826 16893 513242 4705 2.305604 513242 222606.30 223803 500288 12954 513242 495664 1229 467 6409 969 321 1093 711 1368 463 241 1598 1186 447 158 96 459 363 1 5 1 14 21 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 503769 701 4856 3094 822 0
24 Ealing London Borough London Borough 338449 169175 169274 124082 112845 43847 54846 20017 4093 1279 338449 148055 4228 28915 1131 53198 26778 1987 50848 23309 4114 166385 116712 38421 12817 124082 46377 42757 25522 8212 1214 309676 17668 5033 6072 338449 4037 60.954350 338449 5552.50 124082 334725 3724 338449 103035 10428 300 52055 3939 1989 4653 4485 48240 14711 1786 4132 31570 17299 13192 6369 9804 10462 1 9 2 3 15 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 165818 36860 100439 15066 20266 2
25 East Riding of Yorkshire Unitary Authority Unitary Authority 334179 163388 170791 143032 190419 25200 62802 42328 9463 3239 334179 227343 702 607 337 1309 174 863 78296 24548 4133 151003 116859 48307 13877 143032 66055 46722 25187 4665 403 296811 24355 4418 8595 334179 4469 1.387973 334179 240767.70 143032 326951 7228 334179 321309 908 227 5345 683 367 785 466 1081 396 69 660 755 355 175 68 289 241 0 5 3 10 18 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 327789 598 2961 2301 530 2
26 East Sussex Administrative County Administrative County 526671 253764 272907 231905 292118 50674 100340 60173 14750 5968 526671 315659 2190 1501 1074 4201 178 3508 155723 42637 6886 230697 187695 77795 23598 231905 98156 78965 43629 10054 1101 467262 39537 6745 13127 526671 7111 3.082554 526671 170855.40 231905 515598 11073 526671 482769 3966 815 17872 1947 1023 2584 1919 2253 317 1042 1931 3600 1800 771 341 638 1083 1 4 4 9 18 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 505422 2912 9143 7473 1721 0
27 Enfield London Borough London Borough 312466 150654 161812 119916 119653 38933 51872 21997 5328 1786 312466 167417 1824 10927 4412 52141 1078 1950 48522 24195 4182 146351 109394 39699 12840 119916 43308 41080 26163 8172 1193 284842 17299 4131 6194 312466 3835 38.657470 312466 8082.94 119916 310066 2400 312466 126450 6899 344 56947 4852 2384 4189 5758 11648 2594 5599 2588 12464 28222 17334 8131 1930 14133 2 10 3 8 23 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 190640 53687 34893 17183 16063 2
28 Essex Administrative County Administrative County 1393587 680161 713426 581589 795400 104522 244783 171954 42913 17417 1393587 860906 4693 8295 6662 13526 2197 5165 392047 100096 15174 656820 486952 182561 52080 581589 255205 193345 107615 23257 2167 1247376 96679 17592 31940 1393587 17298 4.022605 1393587 346438.90 581589 1375440 18147 1393587 1264877 11165 2161 35653 6936 2801 6173 4975 12456 3462 2747 6361 9834 12143 4556 2010 2042 3235 11 7 4 27 49 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 1313856 18709 34860 20885 5277 1
29 Gloucestershire Administrative County Administrative County 596984 292586 304398 254615 353020 43480 106491 78426 18960 7258 596984 379144 1772 2222 539 5741 449 2940 159496 44681 5780 283942 210173 76317 20772 254615 122736 81780 40770 8529 800 534340 43596 6830 12218 596984 9279 2.250011 596984 265324.90 254615 586018 10966 596984 546599 3759 731 18558 3627 923 2353 1758 5729 942 960 1911 2891 2090 2313 747 364 729 0 6 3 10 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 569647 5150 12433 8661 1093 0
30 Greenwich London Borough London Borough 254557 126224 128333 101045 78185 42455 43058 12523 2321 688 254557 134632 4223 9087 492 17349 3490 1013 65034 19237 3235 127641 83875 29386 10420 101045 37600 34480 20809 7239 917 232543 13085 3519 5410 254557 2542 53.767760 254557 4734.38 101045 249991 4566 254557 133130 4291 430 21151 4011 2699 2361 3203 7836 2594 1645 5061 12758 35164 8051 5440 1069 3663 0 4 1 3 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 159002 48655 29894 12274 4732 2
31 Hackney London Borough London Borough 246270 122029 124241 101690 41800 65721 31157 4129 525 158 246270 95131 3075 1577 15477 34727 1872 1311 69454 23646 4109 128442 75699 26837 11183 101690 31994 36314 22514 9308 1560 228322 10734 3094 4120 246270 2221 129.184000 246270 1906.35 101690 244433 1837 246270 89030 5216 474 39897 4989 2866 3020 4994 7599 1905 6180 3436 6747 27976 19168 9714 1721 11338 0 6 1 0 7 2 1.758621 7.000000 #2095DF (186720.25, 260508.0] 134617 56858 25867 15869 13059 2
32 Halton Unitary Authority Unitary Authority 125746 61368 64378 53312 59007 14380 22923 12893 2418 698 125746 94314 216 194 44 267 55 303 23543 6810 2133 58684 39693 17504 7732 53312 20060 16642 12238 4105 267 110728 8009 2440 4569 125746 1001 15.898060 125746 7909.52 53312 124874 872 125746 121210 654 41 1136 465 253 330 308 282 44 60 308 249 95 134 31 54 92 0 0 3 6 9 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 123041 260 943 1356 146 2
33 Hammersmith and Fulham London Borough London Borough 182493 88914 93579 80590 43843 44524 29496 5661 730 179 182493 98808 2060 2097 1161 18242 442 857 43487 15339 2364 103036 53374 17188 6531 80590 33427 27335 13749 5240 839 170159 7936 1867 2531 182493 2327 111.249100 182493 1640.40 80590 180652 1841 182493 81989 6321 217 35695 2769 1495 2649 3131 3451 1612 1056 3140 7376 10552 7111 3842 5228 4859 1 2 3 5 11 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 124222 21505 16635 10044 10087 2
34 Hampshire Administrative County Administrative County 1317788 644938 672850 545254 796638 80005 220861 182611 44568 17209 1317788 822179 7246 8928 1286 7999 2389 5694 367060 95007 11651 646983 460937 156806 41411 545254 274142 173320 80170 16139 1483 1184850 92224 14286 26428 1317788 20446 3.581969 1317788 367894.90 545254 1296211 21577 1317788 1209405 7361 2069 33288 4800 2340 6880 4031 10731 1803 2143 5605 15074 5090 2180 1028 1262 2698 2 8 4 28 42 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 1252123 8298 35356 18051 3960 1
35 Haringey London Borough London Borough 254926 126224 128702 101955 61515 52851 38911 8507 1333 353 254926 114659 2829 4539 7643 36130 808 1303 64202 22813 3780 126485 85567 28444 10650 101955 36356 34280 21949 7968 1402 236039 11812 2904 4171 254926 2774 86.157120 254926 2958.85 101955 253236 1690 254926 88424 6997 370 58552 4856 2609 3738 5345 5945 1920 4417 3744 8124 23037 18087 6706 2229 9826 1 6 2 3 12 2 1.758621 7.000000 #2095DF (186720.25, 260508.0] 154343 47830 24150 16548 12055 2
36 Harrow London Borough London Borough 239056 118023 121033 84268 100326 19811 37013 20993 5012 1439 239056 89181 2700 60407 10538 29881 2752 5945 22871 14781 2638 113731 86069 28329 8289 84268 35196 28917 15813 3892 450 214436 15889 3947 4784 239056 4251 47.366810 239056 5046.91 84268 236970 2086 239056 73826 7336 181 19648 2344 1053 3417 2685 63051 7797 1378 2629 26953 8526 6812 4370 3708 3342 1 3 2 2 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 100991 19708 101808 9499 7050 2
37 Hartlepool Unitary Authority Unitary Authority 92028 44751 47277 40434 38269 14268 16573 7662 1535 396 92028 64349 152 168 9 689 97 178 20507 5879 1699 39816 30117 14607 5789 40434 14351 12821 9970 3104 188 82104 5325 1555 3044 92028 780 9.804701 92028 9386.11 40434 91091 937 92028 88924 193 40 742 180 54 173 143 266 291 214 229 304 129 36 5 57 48 0 1 0 4 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 89899 170 1304 550 105 2
38 Havering London Borough London Borough 237232 114209 123023 97199 117634 22364 42968 23831 5910 2126 237232 155597 760 2963 1159 4829 1928 648 53549 15799 2767 109131 84378 31492 9464 97199 38567 33711 20248 4272 401 212018 16094 3285 5835 237232 2383 21.112910 237232 11236.35 97199 235671 1561 237232 197615 2989 160 7185 1970 712 1154 1097 5017 1492 975 1459 2602 7581 2885 1015 311 1013 1 1 1 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 207949 11481 11545 4933 1324 2
39 Herefordshire Unitary Authority (county) Unitary Authority (county) 183477 90302 93175 78319 111829 12826 32556 23805 6395 2737 183477 124403 562 228 131 364 80 893 41766 15050 2151 83874 64494 25517 7441 78319 34469 26487 13969 3131 263 162801 13998 2362 4316 183477 3080 0.841741 183477 217973.20 78319 180595 2882 183477 171922 709 363 7175 407 146 415 302 490 80 32 277 560 160 103 68 105 163 1 0 1 5 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 180169 331 1439 1270 268 2
40 Hertfordshire Administrative County Administrative County 1116062 547110 568952 453817 626113 76823 191349 140172 32826 12647 1116062 650129 5502 21508 21345 30730 5048 5072 296046 80682 9487 568026 378624 125609 34316 453817 223886 143859 69844 14694 1534 1007447 75691 12256 20668 1116062 18561 6.792558 1116062 164306.60 453817 1101351 14711 1116062 902006 17260 1149 57080 8899 3250 8703 6645 28848 12302 5608 8462 17361 19722 8713 2966 2359 4729 8 6 8 23 45 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 977495 31401 72581 27497 7088 1
41 Hillingdon London Borough London Borough 273936 135811 138125 100214 122486 22716 43942 25193 6125 2238 273936 134813 2386 22033 1753 29065 18230 1669 46492 17495 2766 133627 96647 31492 9404 100214 40143 34824 19622 5029 596 248031 16563 3816 5526 273936 3371 23.676670 273936 11569.87 100214 267227 6709 273936 142916 5949 344 16822 2719 1409 3602 2749 36795 9200 2639 2889 17730 11275 4615 4192 2925 5166 2 6 0 1 9 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 166031 20082 69253 10479 8091 2
42 Hounslow London Borough London Borough 253957 127397 126560 94902 94042 29985 42744 16986 3942 1245 253957 106660 3617 26261 651 35666 22749 1540 40351 16462 2814 124442 89064 28552 9085 94902 35413 33763 19203 5774 749 231647 13897 3623 4790 253957 2897 45.360640 253957 5598.62 94902 251961 1996 253957 96264 4775 183 29283 2273 1730 3390 2956 48161 13676 2189 2405 20826 10787 3381 2645 3638 5395 1 3 0 4 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 130505 16813 87257 10349 9033 2
43 Isle of Wight Unitary Authority Unitary Authority 138265 67424 70841 61085 72788 13761 28314 14356 3468 1186 138265 83671 459 312 124 524 45 905 40950 11275 2032 56420 50514 22378 6921 61085 23935 21358 12460 2992 340 121845 10208 2108 4104 138265 1519 3.637012 138265 38016.10 61085 133713 4552 138265 131099 747 94 2605 507 123 738 341 435 80 131 219 649 141 115 47 52 142 1 0 0 4 5 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 134545 303 1514 1709 194 2
44 Islington London Borough London Borough 206125 101405 104720 93556 38629 60485 28507 3914 490 160 206125 82879 2117 2108 1915 19521 569 967 61911 34138 3473 106386 63382 23113 9771 93556 34289 31880 18351 7762 1274 189814 10044 2505 3762 206125 1931 138.716000 206125 1485.95 93556 200134 5991 206125 98322 8140 163 33890 4236 1912 2964 4227 3534 951 4662 4457 5430 12622 7943 5729 1893 5050 1 1 1 1 4 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 140515 26294 19034 13339 6943 2
45 Kensington and Chelsea London Borough (royal) London Borough (royal) 158649 78194 80455 78536 44536 43982 26866 6204 1046 438 158649 86005 2447 1386 3320 15812 263 778 32669 15969 1875 91764 45189 14464 5357 78536 34278 27161 11908 4366 823 147671 7472 1552 1954 158649 3093 130.796000 158649 1212.95 78536 155939 2710 158649 62271 3715 119 45912 1695 1148 3021 3122 2577 911 836 3968 7569 5536 3257 1540 6455 4997 1 0 3 2 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 112017 10333 15861 8986 11452 2
46 Kent Administrative County Administrative County 1463740 715613 748127 605638 790956 121094 258442 169541 40616 15945 1463740 915200 6802 10943 1777 13932 10545 6145 391591 106805 16669 683205 510399 194931 58536 605638 264980 200070 111252 26476 2860 1311963 97464 18432 35881 1463740 19074 4.130744 1463740 354352.60 605638 1435745 27995 1463740 1303558 10239 4685 52620 6266 2997 7520 5324 18136 2406 3381 5978 17713 11523 3293 1400 1535 5166 3 12 7 32 54 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1371102 16216 47614 22107 6701 1
47 Kingston upon Hull Unitary Authority (city) Unitary Authority (city) 256406 128420 127986 112596 90240 45748 47612 16002 2588 646 256406 140753 771 439 172 5447 289 794 89336 18405 4130 110555 89572 38102 14047 112596 37719 37207 27899 9024 747 232770 12602 3622 7412 256406 1488 35.886470 256406 7144.92 112596 252748 3658 256406 229920 550 284 10567 871 821 945 817 1086 882 755 2124 1624 2472 236 288 1134 1030 1 2 0 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 241321 2996 6471 3454 2164 2
48 Kingston upon Thames London Borough (royal) London Borough (royal) 160060 78103 81957 63639 70421 15997 30084 13740 2861 957 160060 84684 1771 7502 775 9474 1236 802 41183 12633 1267 84332 53598 16425 4438 63639 32175 20186 8892 2140 246 146772 9331 1611 2346 160060 2639 42.972700 160060 3724.69 63639 156358 3702 160060 101015 2718 95 15391 1238 700 2500 1831 6325 3009 892 2883 13043 2616 1027 378 2439 1960 1 3 1 1 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 119219 4021 26152 6269 4399 2
49 Lambeth London Borough London Borough 303086 150921 152165 130017 66791 75214 45077 8147 1219 360 303086 160944 2963 3119 1134 21500 440 1682 84803 26501 3557 160326 97286 31188 10729 130017 51814 44100 24158 8654 1291 282609 13035 3172 4270 303086 3186 113.001600 303086 2682.14 130017 300101 2985 303086 118250 7456 195 47124 8302 4301 3574 6983 4983 3072 2221 4573 6089 35187 28886 14469 1728 5693 1 9 3 5 18 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 173025 78542 20938 23160 7421 2
50 Lancashire Administrative County Administrative County 1171339 575146 596193 496299 599618 113467 215777 130414 27546 9095 1171339 805510 2792 5632 859 55722 1404 3682 224446 71292 16110 538205 394234 165605 57185 496299 213445 157329 96828 26275 2422 1038126 83377 17672 32164 1171339 14049 4.034645 1171339 290320.20 496299 1143277 28062 1171339 1050340 7125 821 22401 4573 1279 4571 2301 19212 36103 5811 4811 5117 1891 1789 418 1387 1389 4 12 11 28 55 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1080687 4098 71054 12724 2776 1
51 Leicestershire Administrative County Administrative County 650489 321416 329073 267434 380884 40821 110471 88377 20566 7199 650489 392363 1546 18508 528 9096 7978 2381 176123 41966 6053 308763 230844 82862 21967 267434 130582 84605 43817 7884 546 579761 48671 8017 14040 650489 9344 3.123029 650489 208287.90 267434 636274 14215 650489 578432 3528 411 12396 3024 714 3262 1551 28598 2099 2313 3502 4265 1990 1379 418 866 1741 0 8 3 8 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 594767 3787 40777 8551 2607 0
52 Leicester Unitary Authority (city) Unitary Authority (city) 329839 162884 166955 123125 110395 45375 51864 20787 3975 1124 329839 106872 1224 50087 295 61440 14457 1839 75280 18345 4930 148108 117551 44278 14972 123125 40214 41982 29765 9915 1249 298874 17503 5533 7929 329839 3332 44.989410 329839 7331.48 123125 321527 8312 329839 148629 2524 417 15066 4691 1161 3388 2340 93335 8067 3642 4245 13181 12480 4790 3315 3311 5257 1 3 1 9 14 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 166636 20585 122470 11580 8568 2
53 Lewisham London Borough London Borough 275885 134957 140928 116091 76507 55893 46991 10829 1875 503 275885 145588 3664 6562 643 17759 531 1478 75155 24505 3563 135428 93850 32289 10755 116091 44523 39640 22963 7871 1094 253364 13931 3502 5088 275885 2897 78.498180 275885 3514.54 116091 273342 2543 275885 114446 5206 208 27826 8539 3559 3045 5329 4600 1596 1388 6164 11786 32025 30854 12063 1456 5795 0 8 0 6 14 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 147686 74942 25534 20472 7251 2
54 Lincolnshire Administrative County Administrative County 713653 347605 366048 306971 402731 55407 137635 87271 19598 7060 713653 489184 1345 1486 439 2780 453 2605 164628 50733 9254 307017 256638 107948 32796 306971 127466 103324 61903 13237 1041 634391 48281 10205 20776 713653 9048 1.205369 713653 592061.90 306971 698748 14905 713653 663741 3278 617 28848 2073 815 1798 1504 2474 584 496 1737 2025 1540 661 360 420 682 2 3 3 13 21 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 696484 2561 7316 6190 1102 0
55 London London Borough (city) London Borough (city) 7375 4091 3284 4385 1692 3043 1100 173 51 18 7375 3344 92 145 166 409 18 28 2522 651 56 4112 2374 643 190 4385 1973 1772 499 122 19 6799 455 51 70 7375 78 25.450340 7375 289.78 4385 7187 188 7375 4243 180 3 1373 38 37 111 103 216 16 232 263 213 98 46 49 69 85 0 0 0 0 0 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 5799 193 940 289 154 2
56 Luton Unitary Authority Unitary Authority 203201 101954 101247 74293 80830 20389 32923 16499 3440 1042 203201 96271 652 6749 326 49991 2347 898 33594 12373 2446 94607 73300 25277 7571 74293 26640 26416 16185 4538 514 184945 10975 2836 4445 203201 2232 46.870940 203201 4335.33 74293 201549 1652 203201 90530 6126 198 14225 3831 915 1805 1730 10625 29353 13606 1497 5871 9169 8177 2563 1646 1334 1 3 1 4 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 111079 19909 60952 8281 2980 2
57 Manchester Metropolitan Borough (city) Metropolitan Borough (city) 503127 252623 250504 204969 150722 91248 83276 25598 3779 1068 503127 245247 3879 5452 2613 79496 2292 1889 127485 34774 8676 245334 159452 62651 27014 204969 70540 68763 45745 18104 1817 460487 23109 7568 11963 503127 3736 43.506200 503127 11564.49 204969 481030 22097 503127 298237 11843 509 24520 8877 4397 4791 5096 11417 42904 6437 13539 11689 25718 9642 8124 9503 5884 1 13 16 53 83 1 2.615385 14.230769 #81DF20 (260508.0, 516599.25] 335109 43484 85986 23161 15387 0
58 Medway Unitary Authority Unitary Authority 263925 130825 133100 106209 133257 23231 45163 28790 6609 2416 263925 152637 937 2756 208 5169 3846 1392 78995 17985 2889 120662 95679 34307 10388 106209 44119 35652 20314 5550 574 238892 15001 3348 6684 263925 2492 13.743720 263925 19203.31 106209 259988 3937 263925 225654 1946 510 8469 1730 735 1546 1165 7132 1516 1304 1065 2598 4742 1428 493 517 1375 1 1 1 4 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 236579 6663 13615 5176 1892 2
59 Merseyside Metropolitan County Metropolitan County 1381189 671034 710155 602087 569170 211215 247753 116033 21323 5763 1381189 1022711 3908 4386 3014 19247 955 3090 238198 85680 26021 635847 432820 199347 87154 602087 218490 189669 141216 48380 4332 1215284 92343 26529 47033 1381189 12265 21.417740 1381189 64488.08 602087 1355114 26075 1381189 1268277 13342 457 23227 6395 4894 4638 5027 7896 2566 2366 11554 6023 9792 2066 2694 6379 3596 1 16 8 18 43 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1305303 14552 30405 20954 9975 1
60 Merton London Borough London Borough 199693 98515 101178 78757 72777 25644 37557 12462 2377 717 199693 111993 1884 12203 791 16262 498 810 41231 14021 1749 103891 67098 21025 5930 78757 36641 25594 12685 3457 380 183366 10531 2408 3388 199693 2866 53.097550 199693 3760.87 78757 198217 1476 199693 96658 4417 216 28315 2579 1279 2829 2647 8106 7337 2216 2618 15866 10442 8126 2243 1413 2386 1 1 0 2 4 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 129606 20811 36143 9334 3799 2
61 Middlesbrough Unitary Authority Unitary Authority 138412 67732 70680 57203 51821 21488 22963 10207 1945 600 138412 87511 370 591 45 9757 564 246 30797 8531 2542 62855 45295 19719 8001 57203 19729 18615 13717 4789 353 124252 7516 2301 4343 138412 1040 25.691470 138412 5387.47 57203 136156 2256 138412 119106 574 85 2290 541 452 904 465 1477 6811 244 904 1332 1470 92 169 950 546 0 1 0 0 1 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 122055 1731 10768 2362 1496 2
62 Milton Keynes Unitary Authority Unitary Authority 248821 123116 125705 98584 128029 18656 42633 29364 6009 1922 248821 131352 1246 6918 427 11913 1372 1216 77939 16438 2333 124826 86778 26929 7955 98584 46086 31678 16220 4169 431 227024 14018 2991 4788 248821 3395 8.062236 248821 30862.53 98584 246715 2106 248821 183934 2498 72 12590 2243 1597 2228 2167 8106 3851 1989 2722 6114 13058 2524 1549 565 1014 1 1 1 7 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 199094 17131 22782 8235 1579 2
63 Newham London Borough London Borough 307984 160336 147648 101519 61092 52849 38531 8405 1386 348 307984 123119 2446 26962 342 98456 6421 1090 29373 19775 4564 149269 106549 34839 12763 101519 25356 38692 26412 9748 1311 283380 13094 5191 6319 307984 2461 85.023030 307984 3622.36 101519 306009 1975 307984 51516 2172 462 35066 3957 3319 2677 3992 42484 30307 37262 3930 19912 37811 15050 7395 3523 7149 2 2 1 2 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 89216 60256 133895 13945 10672 2
64 Norfolk Administrative County Administrative County 857888 420160 437728 372085 484255 70096 166827 102064 23973 9125 857888 523163 2901 2295 983 5021 461 3933 254240 64891 10706 366280 314157 129218 37527 372085 153938 126531 74131 16122 1363 763197 59858 11626 23207 857888 9721 1.597390 857888 537056.10 372085 841042 16846 857888 793086 3677 922 30333 2493 1905 2979 2650 4043 700 933 3208 4133 3096 905 608 963 1254 7 4 7 19 37 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 828018 4609 13017 10027 2217 0
65 North East Lincolnshire Unitary Authority Unitary Authority 159616 78247 81369 69707 70625 21481 30338 14469 2638 781 159616 96836 347 386 64 1332 158 533 48476 11484 2153 70242 55935 23779 7507 69707 26569 23201 15505 4132 300 143623 9114 2117 4762 159616 1387 8.320054 159616 19184.49 69707 157786 1830 159616 152240 414 26 2741 381 161 369 275 513 195 268 605 548 306 71 34 265 204 0 5 0 4 9 2 1.758621 7.000000 #2095DF (7374.999, 186720.25] 155421 411 2129 1186 469 2
66 North Lincolnshire Unitary Authority Unitary Authority 167446 82623 84823 70684 89482 14617 30714 19450 4454 1449 167446 110554 381 445 48 3024 538 417 40176 11863 2069 73234 59883 24667 7593 70684 29434 23407 14508 3116 219 149289 11092 2381 4684 167446 1777 1.978535 167446 84631.29 70684 165871 1575 167446 154526 727 90 5405 341 166 451 286 1122 862 1443 530 592 365 64 65 173 238 1 2 1 4 8 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 160748 494 4549 1244 411 2
67 North Somerset Unitary Authority Unitary Authority 202566 98463 104103 88227 121381 15151 36867 27620 6248 2341 202566 123545 554 340 157 869 95 939 60867 15200 2382 93803 70435 27670 8276 88227 41762 28397 14492 3212 364 180253 15172 2577 4564 202566 2727 5.419304 202566 37378.60 88227 199225 3341 202566 190553 1113 176 5234 681 256 698 398 817 111 299 619 590 383 188 61 127 262 0 2 1 4 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 197076 632 2436 2033 389 2
68 North Yorkshire Administrative County Administrative County 598376 294110 304266 256594 345907 45716 110448 76275 17670 6485 598376 415237 1609 1181 563 2146 192 1889 133023 42536 5953 285526 206349 78814 21734 256594 122837 83245 41705 8153 654 533597 44753 7190 12836 598376 9956 0.744470 598376 803761.30 256594 582624 15752 598376 565055 2381 588 14451 1315 662 1821 1245 1631 894 275 1733 2823 1428 372 624 357 721 0 8 2 14 24 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 582475 2424 7356 5043 1078 0
69 Northamptonshire Administrative County Administrative County 691952 341342 350610 287730 386622 54332 118068 87951 20204 7175 691952 414265 2194 8014 679 12104 2765 2882 202379 46670 7053 324025 249082 87222 24570 287730 131085 93387 50366 11862 1030 622454 46320 8259 14919 691952 9222 2.927073 691952 236397.30 287730 681850 10102 691952 592755 6704 527 32836 6064 1925 3251 2942 12264 2312 4264 2846 3741 9552 5254 2117 845 1753 1 9 2 17 29 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 632822 16923 25427 14182 2598 0
70 Northumberland Administrative County Administrative County 316028 154124 161904 138534 168974 30543 60875 36916 7671 2529 316028 216673 578 335 169 1018 494 980 75620 20161 4359 138990 108458 48580 15641 138534 60451 44844 26716 6150 373 280331 22304 4553 8840 316028 3922 0.630415 316028 501301.80 138534 310591 5437 316028 307097 833 156 2980 515 230 624 323 939 351 295 452 621 193 114 31 73 201 1 7 3 10 21 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 311066 338 2658 1692 274 2
71 Nottinghamshire Administrative County Administrative County 785802 386722 399080 334303 419187 69687 144941 93973 19461 6241 785802 481994 1860 3480 717 6963 3132 2689 230138 54829 10429 352053 270336 115940 37044 334303 144243 106363 67077 15535 1085 695104 57426 11592 21680 785802 8941 3.769243 785802 208477.40 334303 774338 11464 785802 727938 4133 456 18276 5174 961 2719 1862 7204 3470 600 2942 2923 1754 2782 566 815 1227 1 10 1 7 19 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 750803 5102 17139 10716 2042 0
72 Nottingham Unitary Authority (city) Unitary Authority (city) 305680 153777 151903 126131 96284 55093 50614 16785 2830 809 305680 135216 2051 4498 1069 26919 4312 1483 106954 23178 4666 141038 103332 41581 15063 126131 43326 42708 29144 9942 1011 278726 15211 4314 7429 305680 2556 40.969500 305680 7461.16 126131 289738 15942 305680 199990 2819 326 15563 12166 2004 3304 2791 9901 16771 1049 5988 6330 9877 9382 2926 2372 2121 0 2 2 3 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 218698 22185 40039 20265 4493 2
73 Oxfordshire Administrative County Administrative County 653798 322971 330827 258855 357634 45340 107358 79519 19148 7490 653798 393906 3257 3878 1893 15734 1192 2716 182344 48878 5107 342600 218698 69321 18072 258855 134689 80088 35844 7483 751 592667 43767 6403 10961 653798 12177 2.509863 653798 260491.50 258855 624099 29699 653798 546801 6291 623 40289 3759 1557 4521 3396 8140 7846 2491 5618 7562 7039 3070 1315 1358 2122 1 8 4 21 34 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 594004 11424 31657 13233 3480 0
74 Peterborough Unitary Authority Unitary Authority 183631 90859 92772 74023 83910 18412 33372 17712 3452 1075 183631 104202 463 2320 144 17251 1184 591 45183 12293 2076 81275 68493 24362 7425 74023 29667 24589 15215 4115 437 165941 10732 2616 4342 183631 2040 5.347777 183631 34337.82 74023 181827 1804 183631 130232 1257 560 19495 1542 827 1384 1195 4636 12078 229 872 3677 2480 1174 510 428 1055 2 2 1 5 10 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 151544 4164 21492 4948 1483 2
75 Plymouth Unitary Authority (city) Unitary Authority (city) 256384 126684 129700 109307 115466 30438 49904 23251 4425 1289 256384 148917 881 567 168 2078 89 1198 84295 18191 3684 117976 85956 35756 13012 109307 43157 36415 22169 6754 812 229137 15624 4057 7566 256384 1978 32.114800 256384 7983.36 109307 251100 5284 256384 238263 1105 153 6988 904 523 1028 832 875 202 359 1251 1219 1106 343 229 399 605 2 1 1 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 246509 1678 3906 3287 1004 2
76 Poole Unitary Authority Unitary Authority 147645 72121 75524 63530 84638 11245 28006 18431 4322 1526 147645 89243 538 511 404 1035 79 717 43922 11196 1780 68689 51486 19849 5841 63530 28688 21222 11125 2264 231 131433 10761 1846 3605 147645 1718 22.801160 147645 6475.33 63530 145103 2542 147645 135698 756 214 4855 491 246 680 499 1098 96 382 698 1002 329 119 72 127 283 0 1 1 1 3 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 141523 520 3276 1916 410 2
77 Portsmouth Unitary Authority (city) Unitary Authority (city) 205056 103201 101855 85473 81389 28533 37396 15776 2948 820 205056 106999 1162 1282 235 7162 468 1050 71826 14872 2359 97795 71443 25464 7995 85473 35779 28114 16105 4894 581 187920 10794 2239 4103 205056 1610 50.742120 205056 4041.14 85473 200052 5004 205056 172313 1071 85 7713 1103 935 2381 1048 2911 539 3649 2611 2764 2958 540 279 1078 1078 1 2 1 6 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 181182 3777 12474 5467 2156 2
78 Redbridge London Borough London Borough 278970 138073 140897 99105 106339 27697 44548 20684 4762 1414 278970 102755 1840 31699 10213 64999 17377 1348 30691 18048 3196 134230 97595 33470 10479 99105 38422 34616 20000 5455 612 251679 17182 4405 5704 278970 3793 49.452770 278970 5641.14 99105 277323 1647 278970 96253 3900 140 18353 3204 1692 3251 3309 45660 31051 16011 3000 20781 12357 9064 3424 1551 5969 1 3 2 2 8 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 118646 24845 116503 11456 7520 2
79 Redcar and Cleveland Unitary Authority Unitary Authority 135177 65655 69522 59605 64747 16935 25367 13646 2832 825 135177 95111 187 64 33 598 43 362 30054 8725 2415 57285 45844 21449 8184 59605 22517 19351 13773 3681 283 119143 9004 2450 4580 135177 1096 5.519792 135177 24489.51 59605 133929 1248 135177 131928 415 85 775 298 107 273 175 91 295 94 155 234 80 34 8 37 93 1 2 2 5 10 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 133203 122 869 853 130 2
80 Richmond upon Thames London Borough London Borough 186990 91149 95841 79835 84918 19751 40079 16289 2926 790 186990 103319 1577 3051 1409 6128 1581 890 53195 15840 1406 107217 57088 16662 4617 79835 46005 22322 8994 2237 277 171188 11816 1605 2381 186990 3661 32.568030 186990 5741.52 79835 184098 2892 186990 133582 4766 95 22282 1250 731 2857 1942 5202 1163 867 1753 4622 1643 840 333 1172 1890 1 2 1 6 10 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 160725 2816 13607 6780 3062 2
81 Rutland Unitary Authority Unitary Authority 37369 18915 18454 15002 22542 1859 6152 5222 1328 441 37369 25481 100 75 54 131 31 149 8728 2620 283 18828 12718 4532 1008 15002 8042 4679 1936 332 13 33570 2772 356 671 37369 842 0.979489 37369 38151.51 15002 34252 3117 37369 35241 217 58 785 123 23 141 102 113 38 7 125 82 116 107 28 5 58 0 0 0 1 1 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 36301 251 365 389 63 2
82 Shropshire Administrative County Administrative County 306129 151606 154523 129674 184779 20483 54671 39927 10291 4302 306129 210268 792 378 127 989 256 1113 69725 22481 3457 142309 106909 41475 11979 129674 59558 42311 22718 4713 374 271869 22835 4046 7379 306129 4905 0.957460 306129 319730.30 129674 298183 7946 306129 292047 1410 312 6105 765 231 669 503 752 216 208 1020 893 302 164 114 179 239 2 3 2 4 11 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 299874 580 3089 2168 418 2
83 Somerset Administrative County Administrative County 529972 258396 271576 226989 318697 36092 98217 68317 17352 7011 529972 339211 1612 506 337 1470 100 3361 141071 42304 5718 241500 187101 74426 21227 226989 101303 76133 40561 8233 759 471590 39353 6716 12313 529972 8053 1.535907 529972 345054.80 226989 517124 12848 529972 501558 2257 733 14707 1200 650 1407 984 1069 203 442 1247 1912 607 291 115 175 415 2 8 2 13 25 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 519255 1013 4873 4241 590 0
84 South Gloucestershire Unitary Authority Unitary Authority 262767 130424 132343 107538 158289 14044 45398 36103 8618 3375 262767 156504 708 1681 145 2176 623 888 80607 19435 2455 129141 91675 30940 8556 107538 54100 33900 16216 3042 280 235128 19279 2976 5384 262767 2948 5.287641 262767 49694.56 107538 258207 4560 262767 241611 1223 271 6469 1516 396 1016 739 2699 698 238 1312 1493 987 980 251 366 502 1 4 1 10 16 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 249574 2218 6440 3667 868 2
85 South Yorkshire Metropolitan County Metropolitan County 1343601 661772 681829 565442 597538 166934 241096 125950 24370 7092 1343601 818974 3710 5112 938 58350 2572 4111 359491 90343 21183 597414 452212 198715 74077 565442 215540 181274 129512 36324 2792 1194696 86920 21570 40415 1343601 11640 8.659841 1343601 155153.10 565442 1321137 22464 1343601 1183179 5417 1234 27823 8294 2215 5666 4616 9136 32538 3612 9551 9374 15519 6716 3517 9412 5782 1 13 8 29 51 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1217653 25752 64211 20791 15194 1
86 Southampton Unitary Authority (city) Unitary Authority (city) 236882 119453 117429 98254 101546 28996 43938 20099 3969 1252 236882 122018 1331 2482 254 9903 3476 1329 79379 16710 2848 112653 82880 29278 9223 98254 39116 32798 19691 5871 778 216519 12681 2880 4802 236882 1886 47.481530 236882 4988.93 98254 228459 8423 236882 183980 1746 341 17461 1678 941 1796 1263 6742 3019 1401 3449 5281 3508 1132 427 1312 1405 0 1 1 6 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 203528 5067 19892 5678 2717 2
87 Southend-on-Sea Unitary Authority Unitary Authority 173658 85037 88621 74678 81304 20383 33268 16574 3406 1047 173658 96755 801 1161 2150 3309 149 908 54880 13545 2190 78341 60929 24420 7778 74678 29872 24948 14927 4381 550 155976 11412 2131 4139 173658 1852 41.588750 173658 4175.60 74678 171489 2169 173658 151136 1496 162 6229 1039 741 977 894 1810 1059 933 1084 1554 2728 524 395 297 600 1 0 1 4 6 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 159023 3647 6440 3651 897 2
88 Southwark London Borough London Borough 288283 142618 145665 120422 60438 70312 41622 7173 1033 282 288283 151462 3884 3668 1006 24551 653 1350 77098 24611 3596 154204 90004 29935 10544 120422 43590 42428 24121 8961 1322 267558 12531 3446 4748 288283 3087 99.910580 288283 2885.41 120422 282560 5723 288283 114534 6222 263 35330 5677 3687 3003 5411 5819 1623 3912 8074 7764 47413 17974 12124 2440 7013 1 3 1 2 7 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 156349 77511 27192 17778 9453 2
89 Staffordshire Administrative County Administrative County 848489 419918 428571 355263 485343 63893 146504 109218 26358 9290 848489 578352 2017 2773 299 10817 3086 2783 193662 54700 10849 384565 298517 117417 37141 355263 156703 113504 68922 14985 1149 749657 63791 12628 22413 848489 9941 3.238162 848489 262028.00 355263 832952 15537 848489 793809 3853 433 13520 4572 675 2708 1649 6452 7023 651 2726 3804 1735 2446 629 569 1235 0 9 3 15 27 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 811615 4810 20656 9604 1804 0
90 Stockton-on-Tees Unitary Authority Unitary Authority 191610 94082 97528 79159 91623 20524 32728 20487 4222 1198 191610 130723 388 675 94 4143 625 382 42910 11670 2836 88811 64282 26385 9296 79159 34306 24692 15755 4114 292 171686 11683 2933 5308 191610 1991 9.395844 191610 20393.06 79159 187959 3651 191610 178965 536 143 1655 419 316 823 439 1488 3072 132 866 1074 936 84 113 236 313 0 1 1 3 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 181299 1133 6632 1997 549 2
91 Stoke-on-Trent Unitary Authority (city) Unitary Authority (city) 249008 123995 125013 107575 107833 33225 47582 21535 4132 1101 249008 151624 760 1384 66 14993 579 923 62737 15942 4652 104510 86311 38179 15356 107575 36409 33967 27659 8902 638 221623 15214 4357 7814 249008 1545 26.646060 249008 9345.02 107575 246075 2933 249008 215222 636 183 4671 1892 559 1347 693 2329 10429 1097 1224 3363 2536 834 371 408 1214 1 3 1 8 13 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 220712 3741 18442 4491 1622 2
92 Suffolk Administrative County Administrative County 728163 359787 368376 310745 416500 55661 135039 90758 21254 8033 728163 443632 2094 2274 677 5818 626 2934 215921 54187 7547 334121 260145 99088 27262 310745 136271 104965 56586 11900 1023 650418 51507 9044 17194 728163 9780 1.916126 728163 380018.40 310745 714113 14050 728163 661458 3744 604 27389 4733 1785 2787 3167 3999 697 2253 2159 4023 2624 2509 1721 320 2191 7 12 2 18 39 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 693195 6854 13131 12472 2511 0
93 Surrey Administrative County Administrative County 1132390 554665 577725 455791 687072 59865 184249 155920 39607 16150 1132390 711110 6019 15018 3055 24378 3783 4137 280814 84076 8529 593689 380019 119554 30599 455791 243546 140441 59140 11503 1161 1023957 78920 11039 18474 1132390 21694 6.811376 1132390 166249.80 455791 1105800 26590 1132390 945673 13012 2261 62736 4920 2736 9657 6241 20232 10818 3400 9461 19587 7828 3303 1299 4101 5125 2 13 5 18 38 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1023682 12430 63498 23554 9226 1
94 Sutton London Borough London Borough 190146 92443 97703 78174 91266 18303 36110 18214 4118 1429 190146 111086 1368 8038 486 7726 325 796 46817 13504 1716 92668 67563 22127 6072 78174 35636 26211 12776 3195 356 171848 12436 2242 3620 190146 2587 43.362630 190146 4385.02 78174 188695 1451 190146 134854 3219 193 11183 2298 838 2286 1712 6454 2595 1183 2240 9563 5471 2742 907 976 1432 1 3 3 2 9 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 149449 9120 22035 7134 2408 2
95 Swindon Unitary Authority Unitary Authority 209156 104618 104538 88360 107747 19060 39031 24098 4722 1449 209156 120287 1209 2597 151 3538 1228 1061 64780 14305 2022 100931 73591 25056 7556 88360 40187 28500 15432 3880 361 189676 12431 2680 4369 209156 2098 9.089644 209156 23010.36 88360 207858 1298 209156 177028 1852 180 8838 1506 568 1163 989 6901 1292 936 954 3282 1718 807 336 188 618 0 2 1 2 5 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 187898 2861 13365 4226 806 2
96 Telford and Wrekin Unitary Authority Unitary Authority 166641 82549 84092 66608 84671 13748 28700 18576 4178 1406 166641 102892 398 872 78 3019 2118 692 45599 10973 2372 76439 57198 22609 8023 66608 27793 21348 13548 3673 246 148697 10313 2653 4978 166641 1813 5.740042 166641 29031.32 66608 164440 2201 166641 149096 729 166 4424 1423 278 799 483 3076 2243 162 647 863 1023 607 149 86 387 1 3 0 3 7 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 154415 1779 6991 2983 473 2
97 Thurrock Unitary Authority Unitary Authority 157705 77823 79882 62353 79764 12527 27384 17007 3973 1462 157705 99891 615 1178 221 3164 1224 456 41061 9895 1628 76012 54788 19389 5888 62353 24074 21335 13349 3283 312 143099 8613 2172 3821 157705 1302 9.652886 157705 16337.60 62353 157072 633 157705 127587 1108 308 6426 1056 670 683 690 2234 534 682 828 1649 9742 1336 1245 254 673 1 1 0 2 4 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 135429 12323 5927 3099 927 2
98 Torbay Unitary Authority Unitary Authority 130959 63110 67849 59010 66852 15063 26678 13235 2926 1108 130959 82924 389 128 109 521 41 702 36035 10110 2267 54614 45098 21355 7625 59010 21315 20367 13148 3627 553 114852 9137 2286 4684 130959 1265 20.828800 130959 6287.40 59010 127908 3051 130959 124162 657 37 2843 440 195 443 342 403 79 99 261 511 140 73 38 100 136 0 1 1 1 3 0 1.085714 1.900000 #DF2020 (7374.999, 186720.25] 127699 251 1353 1420 236 2
99 Tower Hamlets London Borough London Borough 254096 130906 123190 101257 43589 63797 32329 4450 521 160 254096 68808 2726 4200 1283 87696 821 825 48648 39089 4129 128468 83209 27062 11228 101257 33144 36199 20987 9432 1495 234740 10931 3510 4915 254096 1497 128.532500 254096 1976.90 101257 250343 3753 254096 79231 3863 175 31550 2837 1509 2961 3053 6787 2442 81377 8109 5786 9495 5341 3793 2573 3214 0 2 2 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 114819 18629 104501 10360 5787 2
100 Tyne and Wear Metropolitan County Metropolitan County 1104825 540596 564229 484527 436319 178193 201234 86052 15094 3954 1104825 718130 3333 5015 3900 27654 3171 2685 275116 65821 19440 489994 363276 166983 65132 484527 189036 152664 107866 32597 2364 985316 68797 17733 32979 1104825 7866 20.457760 1104825 54005.18 484527 1086693 18132 1104825 1010841 3927 358 17555 2553 1972 3782 2448 9462 8403 9229 9731 8482 7521 570 577 3926 3488 2 20 8 19 49 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1032681 8668 45307 10755 7414 1
101 Waltham Forest London Borough London Borough 258249 128970 129279 96861 76217 40583 40732 12225 2582 739 258249 124939 1987 5917 1259 56541 1209 993 46462 18942 3457 121652 91954 31133 10053 96861 33217 33920 21764 7027 933 236976 12887 3426 4960 258249 2149 66.535010 258249 3881.40 96861 256615 1634 258249 92999 3959 369 37472 4568 2403 2602 4193 9134 26347 4632 2579 11697 18815 18841 7135 3776 6728 1 2 1 3 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 134799 44791 54389 13766 10504 2
102 Wandsworth London Borough London Borough 306995 148646 158349 130493 89513 59143 56409 12634 1798 509 306995 162590 2574 6496 1617 24746 832 1283 82740 24117 2814 176198 91935 27299 8749 130493 65759 39677 18174 6064 819 287010 13132 2876 3977 306995 4236 89.599830 306995 3426.29 130493 301648 5347 306995 163739 7664 163 47650 4642 2034 3887 4678 8642 9718 1493 3715 9770 14818 12297 5641 2350 4094 2 3 2 6 13 0 1.085714 1.900000 #DF2020 (260508.0, 516599.25] 219216 32756 33338 15241 6444 2
103 Warrington Unitary Authority Unitary Authority 202228 100300 101928 85140 110349 16409 35587 26623 5049 1472 202228 144405 457 1118 147 2097 361 513 41293 11837 2359 100734 66223 24446 8466 85140 40205 25930 14960 3755 290 180385 13862 2837 5144 202228 2589 11.194220 202228 18065.39 85140 198828 3400 202228 187968 1357 66 4601 654 357 663 470 1803 1179 152 849 928 389 214 91 237 250 0 1 3 2 6 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 193992 694 4911 2144 487 2
104 Warwickshire Administrative County Administrative County 545474 269076 276398 231005 319093 40619 94540 72338 17087 6421 545474 351891 1733 5699 505 5820 9434 2008 131408 36976 5920 258530 189851 70472 20701 231005 109373 73346 39454 8194 638 486234 39871 6917 12452 545474 7829 2.761779 545474 197508.20 231005 537501 7973 545474 482607 5216 494 17371 3090 698 2606 1555 16435 1728 284 2349 4300 2173 1733 537 467 1831 1 6 2 13 22 2 1.758621 7.000000 #2095DF (516599.25, 2736460.0] 505688 4443 25096 7949 2298 0
105 West Midlands Metropolitan County Metropolitan County 2736460 1346950 1389510 1086748 1123244 341972 451747 228970 48790 15269 2736460 1471780 9119 59768 3060 332684 116715 15181 554152 174001 43274 1212508 946206 394508 139964 1086748 382438 356868 261039 78436 7967 2443594 170134 45516 77216 2736460 24671 30.349860 2736460 90163.85 1086748 2693432 43028 2736460 1806708 39183 1618 71629 53234 6053 21964 14953 185271 200545 48727 21430 59008 55557 79632 28880 16029 26039 5 19 15 57 96 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1919138 164069 514981 96204 42068 1
106 West Sussex Administrative County Administrative County 806892 390567 416325 345614 464829 61657 150046 100934 23709 9268 806892 498367 3057 7368 1434 12668 1137 4121 216844 61896 8063 378965 286383 104836 28645 345614 160244 115557 56841 11785 1187 722497 58321 9282 16792 806892 11487 4.053729 806892 199049.30 345614 791540 15352 806892 717551 5979 1073 31896 2886 2061 4269 2939 9659 5236 2346 2960 8133 4569 1339 1238 1081 1677 2 1 5 22 30 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 756499 7146 28334 12155 2758 0
107 West Yorkshire Metropolitan County Metropolitan County 2226058 1093264 1132794 922452 976961 271399 392213 208849 38218 11773 2226058 1216266 5783 14921 7605 252370 18123 7163 557775 146052 29254 1021531 768712 303823 102738 922452 369515 298250 190547 57998 6142 2001779 140121 31342 52816 2226058 21621 10.969730 2226058 202927.30 922452 2188168 37890 2226058 1746295 14910 1660 56953 20827 4624 15098 7577 53152 189708 15632 10783 22272 24685 15581 6210 9212 10879 6 16 11 40 73 1 2.615385 14.230769 #81DF20 (516599.25, 2736460.0] 1819818 46476 291547 48126 20091 1
108 Westminster London Borough (city) London Borough (city) 226771 115639 111132 110157 50502 69574 32969 6103 1051 460 226771 101221 3286 4323 7403 40482 514 1308 47064 21170 3547 122920 68181 22670 9453 110157 43480 38278 18840 7912 1647 210317 10371 2587 3496 226771 3249 93.015176 226771 2438.00 110157 220395 6376 226771 81577 5140 79 54333 1907 1964 3695 4118 7429 2344 6531 6180 10318 9239 4495 2931 15793 8698 3 1 3 1 8 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 141129 16665 32802 11684 24491 2
109 Wiltshire Administrative County Administrative County 470981 231754 239227 194194 280840 28660 80315 63879 15513 5827 470981 301651 1621 1308 384 2074 303 2417 125045 36178 4106 234318 160362 57221 14974 194194 96645 62496 28845 5720 488 423373 33064 5066 9478 470981 9360 1.446795 470981 325534.10 194194 457954 13027 470981 439725 2381 757 12108 1968 656 1667 1277 1547 215 595 1210 2611 1418 1151 659 288 748 1 6 1 12 20 2 1.758621 7.000000 #2095DF (260508.0, 516599.25] 454971 3228 6178 5568 1036 0
110 Worcestershire Administrative County Administrative County 566169 278791 287378 239717 341207 39855 96498 76841 18970 7553 566169 382240 1268 1145 355 7466 1413 2061 131861 38360 6574 263127 197450 76406 22612 239717 109688 77262 42677 9330 760 502484 42522 7445 13718 566169 7715 3.252878 566169 174051.70 239717 556357 9812 566169 522922 3480 1165 14491 3150 592 2053 1250 3634 4984 1316 1601 2206 767 1275 330 236 717 3 1 1 13 18 0 1.085714 1.900000 #DF2020 (516599.25, 2736460.0] 542058 2372 13741 7045 953 0
111 York Unitary Authority (city) Unitary Authority (city) 198051 96254 101797 83552 90126 21808 38999 18535 3210 1000 198051 117856 1016 983 202 2072 133 747 59646 15396 1819 98402 67709 23752 6369 83552 41409 26882 12526 2524 211 179827 12701 1934 3589 198051 2638 7.282992 198051 27193.63 83552 190392 7659 198051 178613 1103 269 6746 529 305 873 706 1531 417 370 2449 1973 903 205 86 498 475 1 2 2 2 7 0 1.085714 1.900000 #DF2020 (186720.25, 260508.0] 186731 1194 6740 2413 973 2
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]: